{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8d5d48d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d400d2a9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2cfdcf74",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif']=[u'SimHei']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b554b0c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# data=pd.read_csv(\"bangumi_csv/bangumi_1.csv\",encoding=\"utf-8\")\n",
    "data=pd.read_csv(\"bangumi_csv/bangumi_1.csv\",encoding=\"gbk\")\n",
    "# pd.read_csv encode\n",
    "# UnicodeDecodeError: 'utf-8' codec can't decode byte 0xb1 in position 1: invalid start byte\n",
    "# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6a55b1c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>星际牛仔</td>\n",
       "      <td>カウボーイビバップ</td>\n",
       "      <td>9.1</td>\n",
       "      <td>8352</td>\n",
       "      <td>Rank 1</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998年10月23日</td>\n",
       "      <td>渡辺信一郎 / 矢立肇 / 川元利浩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004年1月1日</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002年10月1日</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008年10月2日</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>攻壳机动队</td>\n",
       "      <td>GHOST IN THE SHELL / 攻殻機動隊</td>\n",
       "      <td>8.9</td>\n",
       "      <td>4853</td>\n",
       "      <td>Rank 5</td>\n",
       "      <td>1话</td>\n",
       "      <td>1995年11月18日</td>\n",
       "      <td>押井守 / 士郎正宗 / 沖浦啓之</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>新世纪福音战士剧场版 Air/真心为你</td>\n",
       "      <td>新世紀エヴァンゲリオン劇場版 Air/まごころを、君に</td>\n",
       "      <td>8.9</td>\n",
       "      <td>7430</td>\n",
       "      <td>Rank 6</td>\n",
       "      <td>2话</td>\n",
       "      <td>1997年7月19日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>新世纪福音战士</td>\n",
       "      <td>新世紀エヴァンゲリオン</td>\n",
       "      <td>8.9</td>\n",
       "      <td>14288</td>\n",
       "      <td>Rank 7</td>\n",
       "      <td>26话</td>\n",
       "      <td>1995年10月4日</td>\n",
       "      <td>庵野秀明 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>浪客剑心 追忆篇</td>\n",
       "      <td>るろうに剣心 -明治剣客浪漫譚- 追憶編</td>\n",
       "      <td>8.9</td>\n",
       "      <td>3908</td>\n",
       "      <td>Rank 8</td>\n",
       "      <td>4话</td>\n",
       "      <td>1999年2月20日</td>\n",
       "      <td>古橋一浩 / 和月伸宏 / 柳沢まさひで</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>钢之炼金术师 FULLMETAL ALCHEMIST</td>\n",
       "      <td>鋼の錬金術師 FULLMETAL ALCHEMIST</td>\n",
       "      <td>8.8</td>\n",
       "      <td>11458</td>\n",
       "      <td>Rank 9</td>\n",
       "      <td>64话</td>\n",
       "      <td>2009年4月5日</td>\n",
       "      <td>入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>猫和老鼠</td>\n",
       "      <td>Tom and Jerry</td>\n",
       "      <td>8.8</td>\n",
       "      <td>4343</td>\n",
       "      <td>Rank 10</td>\n",
       "      <td>161话</td>\n",
       "      <td>1940年2月10日</td>\n",
       "      <td>William Hanna (1940–58) Joseph Barbera (1940–...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017年10月14日</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>白箱</td>\n",
       "      <td>SHIROBAKO</td>\n",
       "      <td>8.8</td>\n",
       "      <td>10069</td>\n",
       "      <td>Rank 12</td>\n",
       "      <td>24话</td>\n",
       "      <td>2014年10月9日</td>\n",
       "      <td>水島努 / 武蔵野アニメーション / 関口可奈味</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>银河英雄传说</td>\n",
       "      <td>銀河英雄伝説</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1304</td>\n",
       "      <td>Rank 13</td>\n",
       "      <td>110话</td>\n",
       "      <td>1988年1月8日</td>\n",
       "      <td>田中芳樹 / 本木久年(1期)、久米一成(2期)、清水恵蔵(3期～)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>灌篮高手</td>\n",
       "      <td>スラムダンク</td>\n",
       "      <td>8.8</td>\n",
       "      <td>6033</td>\n",
       "      <td>Rank 14</td>\n",
       "      <td>101话</td>\n",
       "      <td>1993年10月16日</td>\n",
       "      <td>井上雄彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>银魂'</td>\n",
       "      <td>銀魂'</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8244</td>\n",
       "      <td>Rank 15</td>\n",
       "      <td>51话</td>\n",
       "      <td>2011年4月4日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>银魂</td>\n",
       "      <td>銀魂</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7779</td>\n",
       "      <td>Rank 16</td>\n",
       "      <td>201话</td>\n",
       "      <td>2006年4月4日</td>\n",
       "      <td>高松信司 / 空知英秋 / 竹内進二</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>虫师</td>\n",
       "      <td>蟲師</td>\n",
       "      <td>8.7</td>\n",
       "      <td>6677</td>\n",
       "      <td>Rank 17</td>\n",
       "      <td>26话</td>\n",
       "      <td>2005年10月22日</td>\n",
       "      <td>長濵博史 / 漆原友紀 / 馬越嘉彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>攻壳机动队2 无罪</td>\n",
       "      <td>イノセンス</td>\n",
       "      <td>8.7</td>\n",
       "      <td>3630</td>\n",
       "      <td>Rank 18</td>\n",
       "      <td>1话</td>\n",
       "      <td>2004年3月6日</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>蓝色恐惧</td>\n",
       "      <td>PERFECT BLUE</td>\n",
       "      <td>8.7</td>\n",
       "      <td>4100</td>\n",
       "      <td>Rank 19</td>\n",
       "      <td>1话</td>\n",
       "      <td>1998年2月28日</td>\n",
       "      <td>今敏 / 竹内義和</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>进击的巨人 第三季 Part.2</td>\n",
       "      <td>進撃の巨人 Season 3 Part.2</td>\n",
       "      <td>8.7</td>\n",
       "      <td>5870</td>\n",
       "      <td>Rank 20</td>\n",
       "      <td>10话</td>\n",
       "      <td>2019年4月28日</td>\n",
       "      <td>諫山創（別冊少年マガジン連載／講談社）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>凉宫春日的消失</td>\n",
       "      <td>涼宮ハルヒの消失</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10734</td>\n",
       "      <td>Rank 21</td>\n",
       "      <td>1话</td>\n",
       "      <td>2010年2月6日</td>\n",
       "      <td>武本康弘 / 谷川流 / 池田晶子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>千年女优</td>\n",
       "      <td>千年女優</td>\n",
       "      <td>8.6</td>\n",
       "      <td>5309</td>\n",
       "      <td>Rank 22</td>\n",
       "      <td>1话</td>\n",
       "      <td>2001年7月28日 (Fantasia International Film Festiv...</td>\n",
       "      <td>今敏 / 本田雄、今敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>机动警察 和平保卫战</td>\n",
       "      <td>機動警察パトレイバー 2 the Movie</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1263</td>\n",
       "      <td>Rank 23</td>\n",
       "      <td>1话</td>\n",
       "      <td>1993年8月7日</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>福音战士新剧场版：破</td>\n",
       "      <td>ヱヴァンゲリヲン新劇場版:破</td>\n",
       "      <td>8.6</td>\n",
       "      <td>7565</td>\n",
       "      <td>Rank 24</td>\n",
       "      <td>1话</td>\n",
       "      <td>2009年6月27日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                          标题                         外文标题   分数  \\\n",
       "0            0                        星际牛仔                    カウボーイビバップ  9.1   \n",
       "1            1        攻壳机动队 S.A.C. 2nd GIG         攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2            2   攻壳机动队 STAND ALONE COMPLEX    攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "3            3       CLANNAD ～AFTER STORY～                       没有外文标题  9.0   \n",
       "4            4                       攻壳机动队   GHOST IN THE SHELL / 攻殻機動隊  8.9   \n",
       "5            5         新世纪福音战士剧场版 Air/真心为你  新世紀エヴァンゲリオン劇場版 Air/まごころを、君に  8.9   \n",
       "6            6                     新世纪福音战士                  新世紀エヴァンゲリオン  8.9   \n",
       "7            7                    浪客剑心 追忆篇         るろうに剣心 -明治剣客浪漫譚- 追憶編  8.9   \n",
       "8            8  钢之炼金术师 FULLMETAL ALCHEMIST   鋼の錬金術師 FULLMETAL ALCHEMIST  8.8   \n",
       "9            9                        猫和老鼠                Tom and Jerry  8.8   \n",
       "10          10                   3月的狮子 第二季               3月のライオン 第2シリーズ  8.8   \n",
       "11          11                          白箱                    SHIROBAKO  8.8   \n",
       "12          12                      银河英雄传说                       銀河英雄伝説  8.8   \n",
       "13          13                        灌篮高手                       スラムダンク  8.8   \n",
       "14          14                         银魂'                          銀魂'  8.8   \n",
       "15          15                          银魂                           銀魂  8.7   \n",
       "16          16                          虫师                           蟲師  8.7   \n",
       "17          17                   攻壳机动队2 无罪                        イノセンス  8.7   \n",
       "18          18                        蓝色恐惧                 PERFECT BLUE  8.7   \n",
       "19          19            进击的巨人 第三季 Part.2        進撃の巨人 Season 3 Part.2  8.7   \n",
       "20          20                     凉宫春日的消失                     涼宮ハルヒの消失  8.6   \n",
       "21          21                        千年女优                         千年女優  8.6   \n",
       "22          22                  机动警察 和平保卫战       機動警察パトレイバー 2 the Movie  8.7   \n",
       "23          23                  福音战士新剧场版：破               ヱヴァンゲリヲン新劇場版:破  8.6   \n",
       "\n",
       "     评分人数       排名    集数                                               首播日期  \\\n",
       "0    8352   Rank 1   26话                                        1998年10月23日   \n",
       "1    4613   Rank 2   26话                                          2004年1月1日   \n",
       "2    5635   Rank 3   26话                                         2002年10月1日   \n",
       "3   12827   Rank 4   24话                                         2008年10月2日   \n",
       "4    4853   Rank 5    1话                                        1995年11月18日   \n",
       "5    7430   Rank 6    2话                                         1997年7月19日   \n",
       "6   14288   Rank 7   26话                                         1995年10月4日   \n",
       "7    3908   Rank 8    4话                                         1999年2月20日   \n",
       "8   11458   Rank 9   64话                                          2009年4月5日   \n",
       "9    4343  Rank 10  161话                                         1940年2月10日   \n",
       "10   3846  Rank 11   22话                                        2017年10月14日   \n",
       "11  10069  Rank 12   24话                                         2014年10月9日   \n",
       "12   1304  Rank 13  110话                                          1988年1月8日   \n",
       "13   6033  Rank 14  101话                                        1993年10月16日   \n",
       "14   8244  Rank 15   51话                                          2011年4月4日   \n",
       "15   7779  Rank 16  201话                                          2006年4月4日   \n",
       "16   6677  Rank 17   26话                                        2005年10月22日   \n",
       "17   3630  Rank 18    1话                                          2004年3月6日   \n",
       "18   4100  Rank 19    1话                                         1998年2月28日   \n",
       "19   5870  Rank 20   10话                                         2019年4月28日   \n",
       "20  10734  Rank 21    1话                                          2010年2月6日   \n",
       "21   5309  Rank 22    1话  2001年7月28日 (Fantasia International Film Festiv...   \n",
       "22   1263  Rank 23    1话                                          1993年8月7日   \n",
       "23   7565  Rank 24    1话                                         2009年6月27日   \n",
       "\n",
       "                                                  创作者  \n",
       "0                                 渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "1                                        神山健治 / 士郎正宗   \n",
       "2                                  神山健治 / 士郎正宗 / 下村一   \n",
       "3                     石原立也 / Key/Visual Art's / 池田和美   \n",
       "4                                  押井守 / 士郎正宗 / 沖浦啓之   \n",
       "5                                               创作者不明  \n",
       "6                               庵野秀明 / GAINAX / 貞本義行   \n",
       "7                               古橋一浩 / 和月伸宏 / 柳沢まさひで   \n",
       "8       入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀   \n",
       "9    William Hanna (1940–58) Joseph Barbera (1940–...  \n",
       "10                新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "11                          水島努 / 武蔵野アニメーション / 関口可奈味   \n",
       "12                田中芳樹 / 本木久年(1期)、久米一成(2期)、清水恵蔵(3期～)   \n",
       "13                                              井上雄彦   \n",
       "14                                              创作者不明  \n",
       "15                                高松信司 / 空知英秋 / 竹内進二   \n",
       "16                                長濵博史 / 漆原友紀 / 馬越嘉彦   \n",
       "17                                               押井守   \n",
       "18                                         今敏 / 竹内義和   \n",
       "19                               諫山創（別冊少年マガジン連載／講談社）   \n",
       "20                                 武本康弘 / 谷川流 / 池田晶子   \n",
       "21                                       今敏 / 本田雄、今敏   \n",
       "22                                               押井守   \n",
       "23                                              创作者不明  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7eec00ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x18876bcbec8>]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(30,4)) \n",
    "plt.xticks(rotation=-15)    # 设置x轴标签旋转角度\n",
    "\n",
    "plt.plot(data[\"标题\"],data[\"分数\"])\n",
    "# plt.tick_params(axis='x', labelsize=8)    # 设置x轴标签大小\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "38f9006a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 24 artists>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(data[\"标题\"],data[\"分数\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fe2e9da6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2160x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(30,4))    # 设置画布大小\n",
    "# https://www.jianshu.com/p/01ed72b2aeee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e23f78d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 24 artists>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(data[\"创作者\"],data[\"分数\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "391bc8d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 24 artists>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NZrK9TFn2U+BR23+W9EtCvJwNeIsw0oEQFP9g+/gG2zoMeNr2H5uMZSdCGFuv2XjHBknr2L5BUh/gaEJkvd/2/ZU2U1RdriX9GDi7ziyok22dS9TY/AMwE2Fg8wGREv+87R1Kuz7AqoRL+knAV4k08nsIAfjRFtvYGviT7U8r8/YCni37uRJwIHAtkTZ+AlG78rWamZHtIyVtBLxLiKgbEkY4O9XcwCVdDmxn++MyfQnwS9uPV7b7G+As28905zi1om//Bd1/h+PGV3dJkiQTlUklWkp6wPbARssy0jJJkiRJkiRJkpYUo5LVgR6SliCi1YYT9RwPkvQREeFWnyo8rPw16nNq4DTgV8Bpkv5ApCDvTqTy/q/FePoBxxIGNjVerdWoLG2GFKH1G0Q0YS2ScQSwJ5EyfAORMkzZ5mjfj0ok33vAx8AISSsAb9v+V6XNLGUf/i3pGqA/8AqRhjyl7W82248OOJo4rp9JOqUSHVnb9lTAvZL+ZPswST8nDIBmJEQ9SiTkb4Df236pxbYuJNLA9yLS3b8DPAM8AtxeaXcNMC1h6rMuEWk6jKjRuQ2R/j4GkqYgolgvqsz7JfDN8np1ItL1LeB14vz/j0h3/ylRp3KkpIWBN4CjiHO2GGGiU61VeTXh4v6fMj2ciLisMhg4S9JOjWqJJkmSJJOeFC2TJEmSJEmSJGnHseUPIm13SaIm44KE0Pg6kS6MpBNs792oE0m/JlKN5yGi434D7E1E+B1COFxP12jdOvYEjrH9dmVe3yIy1uhDiFXN0q5bUkxzTgL2oave4YfAxZL2t31rMai5EDjB9uCy3t22N2jQ3zLA+Q02ZWBz20+Wdl8DatGsC5YIUogU6J+MtqL9P0nLE2nQAKcAn1WPi+0Rkm4FLpG0WpnuBZxhe8eyzb7AkCKObkUIhLX6nwcS4uW/JS0HXEoY50wPPETUo1yaiHj8SNJyth9osJ/bNtj/M4no0R7AnUTU5leI62MawkDnFiLtfjARDduj7MNKhAP7vkSNTiRtTKR6G1hA0i+oGO9I6mP7s3Jc3ivLfwz8vMF4kyRJkklMoyLESZIkSZIkSZIkVVYjnLRvJcSpvYCvEcLSgoTgWKNVZOH6JSJuSiJibx+6TGjepstBuh1L2r6rbt65ZVzrlL8xUtKLyKhWHddqNBL7dIXth2rLbD9GRBceJemrhHB7NzC7pGtKpOXCkq6T9NeS+lxb90Hbi1f/gEOBd4CnK+3uK8s2JITExQljmTkbjPU64HsUwZg4hueUKNZR2L4eWKVSd3I3QoCt8SPCWGglQuhdDVgeWJ9w4a6tNwOwPRGFuW7Z9ofAfwnR8ZUmgiXAINu31M17G7ivHMO3CAGxXxnPlMR53IwQRa8lrpnvFKH2F8DKwO+ACyQtTQich9OV1r4XMIQQMi8EbikGQ7Xj8jBdkbZjhaRdJd0v6f4RH73XfoUkSZKkYzLSMkmSJEmSJEmSdjwLXExELT5LpAP3IwS3qQnxqRaNOLxRBwUD2H5C0rTAfkSqMYxej7IdY2zD9hmSDgV2KLNGENGCVX5IiG7rEDUt12T0mpY9gM8k/RtYznbNnKUHXWLnAMIQ5q0yfZikW4C1iqHP3a1qW0qa1/bzkuYEjgDWrkttrrEGIbjVaGRsszWwU+m3N3AG8GAjE5yaGZKkZQkxb/nKsiOLmPcp8R3xNkKQfp5Ir68JuUPKuKYiztsLwFVEZOY3aBLVKmltIhW/njmI+qIm0tp/BwwkxMg7gFltXyhpLuBPZXzPETU19yFqXv4YOJGoOfpxSTPfjkgfP8X28ZIuAA63/WyDMbS6Xtti+3Qiapi+/RdMw4gkSZLxSIqWSZIkSZIkSZK0Y0nCbAWivuM5hLC0PxEpeSQh7I1otHITZiMiDO8s01VhsB3DJU1ne1Rom6Q5iIi/Rcqs3YnU5lF92j5G0jRExF7Dmpa1mouSNqtsb1jZ5vLAWcDapU1NzGsoVpUUc9UiHEv78yXdXPrY3fZ/Gqw3NSEsrl1mTUUIw6NRzHZ+V6IMTyAiFg9vMpYpiTTqrYDvVI9dHbcTNSM3K9s8goiChDi/OxLlAPoQEZlnEaLmGkTafiM2I85HPQOBTcrrfxPXxKZETc5p6RK0FyXqZUKklL9BpJJPQYjmW9i+spyzHQgx9WPCnfzKJmOq1Ubt9JpLkiRJJjIpWiZJkiRJkiRJ0o5Zgd8Swt4Sti+WVEvtfhF4opJ63KkItBohgg0q0zVzm+eBJdqsewFwEGECU2Nd4ALbp0qalRDRPiNShbtNrfZhef07SdsAvwfWrRja7ApsRAhkV0mCSA+/pizvSYhmp5d+Rkhag6hZOYIuwXYURVT9I3Ca7VeLgLk28HiDttsRZkSzAz+xfVWDNj2I47VS+b9CC8FySuA8Iup0HkJUXLfs34bEub2JEDOnK/OHEWn9CzcytJG0KBEF2ciQaU5C+J6TECGXJSIsFyFc5TeQtH7Z1gVEDc01CKH0M2AXwohn+9LfTcAVwI3NHOvr2Jc41kmSJMlkSIqWSZIkSZIkSZK0w4RpzkjgT5LOI6LZ3gH+DFwu6Tu2HwTmkTSkrPcVwvF5xzI9P4xyvV6OcPxep8y73PYbwDGSzm05GPs2SWtJ2sv2iZL6EGnSNQOc+YHnSw3FWyT9pGlnQT8iyu/l2gyFArkQYTSzFXA/sLrtUa7mtk8hzG+orHdPIyOeyjqfFAH0MCKi8PW6JmsAt9s+uUz/mogovLxBd68TJjJDKqJx/fZGSjoe2KGJcFgTNhchHLe/Z3uopB8DD9fVodwDmJuIvO1Ttr88YYgzg6S1gOlsX1ZZ5/s0N7ox4SDfl0jn/jth+nNbWb4IUa/zu0SU6IfAZUSk5Wl0RY5OL+ks2++U/aEI11cTDuTzA2dLGgb81fZgSTsDM5Z6n+OFJeaYjvsHrz++ukuSJPnSk6JlkiRJkiRJkiTt6EVENX5CROzdVSIazwCGEtFy7wLYnr5ZJ5IeK7UXtwSOBzaXdFNZ3Le0OYCIumtUw3EUtn9a0qIhBMsLbb8jaTfCaGbP0t/mhHBWExJrJjVHEpGC9wCLA/cSUZMUEfSKsk9DgE1sv9lqPBWmbteg1LA8vMmyK+umf9iinxs7GZDte9o02QT4C3EsfixpCSI1e8eS0t6HOF+nESLt+oTIex1RR3NrYC4i7X6nur6vK2nsjegF/ICItJyJiOQcUWqD7gZMZXtYuWaOJiIt1wUuAS6x/Yikx4HjiLTyi0q/09h+HVixxT4/YPvMNsclSZIkmYSo1GNOkiRJkiRJkiSZqEjqa/vTunnyePySUgSv4e36lPRV20+Or+1+XpA0C/B+/XmoLi8RsLXpGYF3KsY+PZtFeXZjDPX1SWe0PUYNz8ryKWx/Mi7bnBD07b+g++9w3KQeRpIkyVgxdBJFikt6wPbARst6TOzBJEmSJEmSJEmSADQSysanYFn6G9ZJn19GwbJwJpGCPgaSVgUukrS0pK9Jmpmox7l4rU07wVJSH0k7tFjeA3i0pHPXuEHSUi263a2kdzfqr6ekXpJOKdPzSzq7vO5VabespA0lHSjpojKOJEmSZDIi08OTJEmSJEmSJEm+hEjaCngKmFLSt2zfXFk2G5GSfTFhltSLqGm6CGE2tDBhsPNom83sSLi0N2Mt4JqSzo2kRYDXbT9cN9a/Ab3L5BzAp8WICOAD2xuW12cTdTcpqeM9gVdLndV36HIrX52o4TkDUd5ggKRqKv5vbL/WZt+SJEmSCUiKlkmSJEmSJEmSJF8yiov5dwjB7lXg6pKaX6sxujpRV3RTQqz8iHANv4+oP/l9oh5lq21MBcxs+8UWzQ4AZpF0A/AEYYrUX9JtRA3V620fB8xue4nS75HAX2zfUaYfL/8FHFj2azhhEDQF8A+iZuq1lYjKYwm38g2A14Cvl3V+CxxD1CZN0TJJkmQSkqJlkiRJkiRJkiTJl4RirLM3sDKwHeFKfgqwBeEMvwZwpO2LJa0P3EiIh5sDuwO/B+4CFrP9QJvN7Uyknzcby1aEY/sbwEGEUHis7eUkXQIcZHtoaV5NQ18RqEZi1lzRZwXOJUTWHoRg+RGwcZneENivbOcwwgCoL/AN4BbgQ9uvSvq4bntNkbQrsCtAz2ln6WSVJEmSpENStEySJEmSJEmSJPnysAIRKbm17c8k7QisY/tdSesAhxCp0lsTTt0DiO+N8wEnEO7xnwCPtNqIpOmBvm1SrP8O3Eq4f/cgBM6GtSor/a5HCJGbS+pv+5jaMtuvSbodmAeYHziLEDJvIRzOB9fS0IG1Jf2FiB69AXiGLof5jrF9OnA6hBFPd9dPkiRJmpOiZZIkSZIkSZIkyZcE23cCd0q6omp+I2kfIp16EdvPSHoEWAe4FHiRiLL8NXAqIQD+cIzOR2cX4Iw2Y3m5bBsiOnKtqot4PZJWB34HfItIab9A0g8qy9cCVgGmAaYDvgt8BahFdF4o6QLb50ralvg+/CKwExFxmiRJkkxGpGiZJEmSJEmSJEnyJcP2ptVpSScAF9h+pjaLqPM4PWGAMxchFv4d2M/2f5r1XcTQYbbf6eaYmgqWhbeALWy/VLazHRGhuXtZfitdEZPfImpkHgjsQ4icN9u+TdKKhOi6L7AGIW4uDBwkaWXgq8CvujN2gCXmmI77B6/f3dWSJEmSJvRo3yRJkiRJkiRJkiT5oiJpXaB/MbwBwPZw27PZXoUQ/n5HGNPsDzwu6dfF+KYRLWtZNhpCg3lTAqOlW9t+2PZDlelhtj+l63vtMsBmwLREzctDibqVGxK1Kx8rgurrwDZEmju23y99nGd7DeB6MsAnSZJkkpM34iRJkiRJkiRJki8pkvoSad/farJ8UWAwUXfyJMKZ+3mijuNuhIlPPWfa/rAbw+gN9Kls80ZgRuC/lTb9GoxtbuAmwh0c2/dKegX4C/BLwt28F7AEcDhwG/Bj238r668I9JXUH3gIeLp0vSdd5j4d8+jL7zHgoGu7u1qSJMlkwdDJMFJcdtYKTpIkSZIkSZIk+bIiadoSbdiuXR/bn1Wme9ruyGV7XJH0LWA92/tJehZ4iRAjnyBS17e1fUel/TO2FyyvX7Y9hyS5wRdgSRcBF9v+y7iMsW//Bd1/h+PGpYskSZJJxqQSLSU9YHtgo2UZaZkkSZIkSZIkSfIlphPBsrT7rG56ogiWhZF0RT++YPtbkq4h6lEeBHxa0tV7l3F+VFn30/K/t6Rhti3pSmCWMn86YAFJB5bpN21vPCF3JkmSJGlPipZJkiRJkiRJkiTJZIuknwDbAjNKepq6WpcFAzMAf5E0DJhf0pCyrH953RvYGHgDmMP21yvb6AcsZ/t2SY9NqH1JkiRJOidFyyRJkiRJkiRJkmSyxfZRku4F1rF9tqR9Jd0ELAVcBwwArrH9NrASgKSHbA8qr5+tvS7TIpzDq0wH/B+wLtBxjqSkXYFdAXpOO0ub1kmSJEl3SNEySZIkSZIkSZIkmWyRtDiwKbC8pFWA12yvUZcejqQ+wHDbI5v005NwCV8eGCxpeGVxb2CREpHZV9I6tt9rNzbbpxOmRPTtv2AaRiRJkoxHUrRMkiRJkiRJkiRJJmdmAZ4BPirp2/MUcXEJ4K/A3OX/r4BVJI0kalTWjHnmKK97AZfYPk7S1sCGtk8CkDQzcI7tDSbqniVJkiRNSdEySZIkSZIkSZIkmWyxfaskA3OUWevZfqYSaTkz8J7tuwAkLQ8cYPu7ZfpZ2yvXdfsfInLzbdsXT5w9SZIkSbpDipZJkiRJkiRJkiTJZIukqYFlKQY8tp+pLQJk+6VK2xmB3wN7Vbuo77M4iO8KzFlm9RjXcS4xx3TcP7jjcphJkiRJG8b5xpwkSZIkSZIkSZIkE5ilgD/Vzetb/oBR4ubVwBG27yvzBEzVqEPbn9h+VtK+wN+B2ybEwJMkSZKxQ3bWCk6SJEmSJEmS5IuLpB41cxZJvW0Pq1v+bdt/7m5fDZbNDUxj+/FxHvR4ppjQjHTlC2AR9Hrb/qzFelsCV9n+RFIv28Obtf28IqkHEXw5Tl+O+/Zf0P13OG78DCpJkmQiM3QSRYpLesD2wEbLMj08SZIkSZIkSZIvBJL+QmSTVcWnHsBxhFELwDmSzgFWAL5V5i0l6eHy+gLbZ0g6HLgReA7oQ9RO7A30LqYu99r+uG4IXwe+BhzYzXH3AbayfW6T5ZsD1wKf2B5RTGT6lXGOEhIl7QzsD7xcVp0C+KS87gl8B3i70vWswA3AMk22OweRZn15mXWNpCnK62WBWWx/Oo77tiawHzCcru+nw4nzdo3tkyttfwoMsX1nmf4tcD+wmO1Dy7ztgZoIuz7wBnAvkSLey/b5pV1vYEQRoOcBTgPWqox52LiKmEmSJMm4kaJlkiRJkiRJkiRfFEYQAmNNbBLwqe2/Vtp8r/w9R5ixVJkReKEyPQz4JuFOvTQhpN0PLF/aDS2pxd8u7WcGpi5GMAB/tn1sB+PekRAPm/ECMBh4TdJqhNj6iKSNgfeBrUu7EcDxtk8FkHQPsEpddOWcwB+BjwlRc25JN1W21QvYttSJ3BPYFzi0GNasU+nn7naCZYf7Nj1wO3AhsHHZ/uVEBGitdiWSrgIWBTaRdCrwKlGP8gngQ0n9bH9U9mln4hqYkxBtlyXO3R8q2z2IcBofQFwLIyU9ALxZxrBN2UaSJEkyiUjRMkmSJEmSJEmSLxJHEeJdjapgtygwpe1TyvR1wE+Ao4EDgF/YPlbSfMBXgMWAGQjhTeVvbuAJ20NLtwOAw20PKSLi0rYPlzQI2KzdYCVNBcxs+8Umy/sBT9neu5jMLAQcCfwXWAU4s8E6vyUiSacHbpXUF7jM9rFFjFyptNsKWMT2zxr0sRQhxr4DrAEMarcv3d23goElgA2IiM8ehNAoYJRoaXtjSfsDQ4CXgN8Rx6AH8BBQS9m/hjh3jRhVE9P2L0t6/PnArkR05hBgc+B/jB6tmyRJkkwCUrRMkiRJkiRJkuSLxPx0CVgQ0ZI1g5X/AqdKutr2xUT05ImEyHUiEaUJkS48BxHZ9w7wfOmzBzCUSLWuMYYzdTfZmQbCY4W5gNMlbQIcQoh1mwL/Bs4A9pB0a12dzemB84DXy/QywLQN+l4XWFrSSmV6qO1dyuvngB8CewB72x4m6XhCyAX4aqP6oN3ctxrLArMDsxHHcy6gl6QzbH8saXHi/MwObAn8mUiBv48QOLe3fWPp6yuEkHxi3TZ+BvQDPgKQdAUwExFxekVpMwURhdobOJZIyW9JcSDfFaDntLN0sKtJkiRJp6RomSRJkiRJkiTJ5xpJXwVOJkTGKemqa1kz39kJ2MH2CyW6cF5JMwEPE1F7V5WuFgWwfWtJw76GiAKcv/QnIoX8kcrmhwKHR9AesxNi26Cy7C9txj090Nf2a83a2H5a0rplDIcBvybqUq4NDAROrQiWvQiRVqXNm2X++8A0ddueh4gqXM/2LWXMtRqf2P6gRHk+BMwuaTsiinS1VvvUnX0r9AGOtX2qpG2JupPnVGt12n6sGAItDixApI8fRKTNH8Hoad8fAIsAp5f9hoiW/ZQ4NjWGATsAHwKrApsQ0ZY/rETRtsX26WVb9O2/YEZnJkmSjEdStEySJEmSJEmS5PPOU7a/Keka2xtIWoQww9kZ+BHwiu1arcp+wG8JoethYDtgwbKsf4O+XwZ2I7479SSiGPtUlh9LpGnvC2wBPGf7jx2OexciWrIdCwOHEyLsQ8C/CHF2bsJY6OJiMDM78DiRVr0bES06EngFuLjWWXHLPomo7flbSesR6fF7VtrMC1wGXAfMV/66I8p1um+PAXtKGkIRm4sJ0tAiXK5c2p0EnFLGOYxIWX+FMD7apIz5a8CSwINAX+DvZd1BxDH5jqQnbf+DiDztD/ySEK1/DqwG/F7SlqU+ZpIkSTIJSdEySZIkSZIkSZLPNQ1cnt8mTFRuJwTK6yrLNgOuJMxrTiKi7GpGMevX9dMP+BURgTe8zBsAvCNpadv72bako4kU4+HARp2MWdKshEP1O23aiRDUdgNeI2pwfodIpX4J2KASabkUITQ+Qgh38xLp0ybSnpHUi0idftz2RZJeJ4TQi+oiDF8mBN/HiGjSbzC6qDkqEnIc9q0XIWz+gHBn71umf0+krl9eaT4HIdIeDdxJpPZ/SqTJHy/pJNv3SdqDcHF/nHBHn444ZwOAf9g+q/TXnxB//0JcAxsSKfVHAjsR10a3WGKO6bh/cP0llCRJkowtPSb1AJIkSZIkSZIkScYVSQsAC0u6lkjxPZgQpLYHdpI0YxEAdwaeAqYmBK8pgXXK32d13X5k++vAvcCRtgcB5wDft71fpd0TRL3MOYGdJTUzgqnSab3HnQnx9X/AjwmDnZeIeosfA4Ml9ZM0NRGR+T/gbLpMaiBSpq+UNCUhzg0DflNS5X9GRJ0uKekcSVtKmplIi1+KcPRemDAjGiFp4dLn+pJOGMd9W5EwwvlP2ZcbiPNyPiHM/gegpPK/RJzLRQlB9ZdE1OvKxHl8sPR5IvAsIe4uSaSTr1HO3VdKf7MDH9t+i6hXejhwERF1uwtwawdjT5IkSSYwGvNHySRJkiRJkiRJks8Xxan6R8DxhJHKp7Y/kjQ3IbydRETvbURE8L1K1EhclxDk+hHRiPvY/pekXxIRm+eU/hYhovt2A9Yt9TEHEunhEAY51xLC2reJqMApgINsX9VgvLPafr1+foN20xBiao8y9juJNOnzbf9R0kbA34gU6KUJ0fJWQvy7ANjW9l2SVgfusf2/0u+JwIvAWbbfLPOWJMTCk4lU96eJ9PLpyv68BnyfyNh7g3Bbr4mF3d63SvvpbL9Xmd6FEDR/Y/tZSRuWRX8lImS/S9SpHF6OSz9gdyLd/3SizuUmRAr4QkSU5YfA27Y3LeY5w4EHgFOJ2p/XA38sQuZY0bf/gu6/w3Fju3qSJMkkZegkihSX9IDtgQ2XpWiZJEmSJEmSJMnnGUmzMXrNxQMJAauW9t2DqHv5tqS+wN9tLy9pALAe4UK9CiFQfmT7kxKV+U9CJOtLCHe7EKLYB4To+QZwCSGONfpitaTttlGXkvoAW9k+t4O2exCp2tvXOYbXajpub3vvMt2P0V3D37H9qaQetkdK+qPtLUrby2xvVupdmhACFybMflYHLrV9haQbCFOjdgY7He1b2d5QYGBN6JR0LxHN+nClnWplACT9CPjA9hjRnKU25iZEBO3VwPLAEGC1ahmBWn+Setoe0cm+tCNFyyRJPs9MjqJl1rRMkiRJkiRJkuTzzkzAskBNfLqx/F+6/O9JmLa8XUS7msnKe4SD9PnA72zXoiYh6lveBywGzENEHD5AiHg9gbttv0rUyGyIpH93OP4d6RJY6/voBTxJRDlCfIfrAfy9OJbPAqxp+0UiEnP1Itz1JNLj1yDS11cCDpH0GHC+pJHAspJuKv3WXvckRN+PiOjNHYGv2/6kNiS6XMnHad8KawHXVATLRYDXq4Jl4a+SepfXcwCfFkdzCAGzFo15JiE0z0Q4pv+ZiFS9roi1a5d2P5S0f+mnup1pgB80io5NkiRJJi4pWiZJkiRJkiRJ8rnG9hPAE5IeJITIGr0JN+/tACR9G9iPEOj+Tpi+XGX7A0mPStrI9tVl3YOJOol3ECnhHxHCZQ9guO3fSlofOIyox1hlCmBTOnDbLmntMxfRseHuEYYz6xOGNccTItzGRDr61aWf3oT79TLA9bYHSdqNMNg5R9JgImX+ZULYFFH38R7ClOYW27+ujKsHYWazHjBc0qpEOn1fYKSkPwHfbWCC1J19g3ADn6VEcD5BRHj2l3QbYSJ0ve3jgNltL1H6PRL4i+07yvTjlf4uIETmfwDHEKUALgB2JVLE46Dax5djmSRJkkympGiZJEmSJEmSJMkXhX8Cz1Sme1cX2v5zccu+hDDeuRrYU9KchBnL3yR9QBjqPF9WexcYTJd7eLW/awnhsCF1EXzNaGlaY3uEpJ8AtwAXE9GkfYko0l8TxjP/JYTSfcv/ehG1EbWoyu1Lfy9JWtX2OmX594m6loOImplvELUyZyCiWnu1Eiw72bdiBPRy6fsgog7nsbaXk3QJUQ90aGleTeFekUj/rzGs9HdwGfd+wAnEOR5AiJj7lfFXHcnHmVIfc1eAntPOMj67TpIk+dKTomWSJEmSJEmSJJ9rJE1HiTgE5m+w/FvAprbfJtKVexGmLicSgtb3bG8laQvCfOcxIhV899J2dkI0M5EePbzS917AnoT4BuFQfabtYzoY9/RA31b1Icu+/QDYCXi0CIXDJf0cOI8wH5qOMAr6NdAHmKdEkj5H1HNsxMe2NyjCYR/b50q6prbQ9mmSngG+WbaxDOHK3Z+I6LxwXPcN+DshJB5HRLCeSQidrfpdj4h63VxS/+pxtv2bUrP0P4Qg+1XCKX4NwlTovQZdjhO2TyfqnNK3/4JpGJEkSTIeSdEySZIkSZIkSZLPOz2Ad21vXJyme5b5tn21pMsBFyfx+Qgh6yKizuWmwGBJKwIP2f4YRpnYQKRi71K3veeAy8rrD4HjbZ9a1tuFiHbshF2IFPWm2H5P0qGEMPZpMR3qSzh/9wV2LY7XdwKrSfoBMJ/tA0t6+GhIWotIfV+81LDsD4wo9SGXknQzEZX4CBG5+SQh+vUlanx+DIy0fel42LeXy5ggUu/XqrqINxj76oRL+7cII6QLyv424xkivX9b4HbgnTZjTpIkSSYjekzqASRJkiRJkiRJkowj1Qi3PYmU7neJlONqmy2AnwHYPgu4G5izmL58HdinQd/DiRqWg2p/wGx1bfaRdFMRAfelSzRtiqRZgWG22wppth+xvYLt1YhU9TNtr1bmPVLXfCPgo5IqDXBAGdeWZfpmYA3bswCbE6Y6DwInlXlrE4LlfsBtwH9LNOPFRMTl7sDGJaJxnPetbj/bRUK+BWxh+yXbw4HtCMf3hsMgBOlfEefjCOBcSTOqTd6+ggzwSZIkmcTkjThJkiRJkiRJks87VRGqL1GfEiJ6b9Ry20cDSKqJigcB70jag0gT30bSccUpe1S0JrBMxWUbwiym+vp3JU0YSYsBU0iaktZBIjsTdRfHG5J2Am6yfayk48v2j64Y8fQpNTJ7SdqE2P89ifqQp0tapbR/RdIF5X/NbXspYC7b10maAzhR0q5N6lp2d98aiYhTUmdkVO8obrtWy7JH+d+LqHe5LFFrdA/bd42xMenHkn5EqYXZgD6EQdAfu7EPLDHHdNw/eP3urJIkSZK0IEXLJEmSJEmSJEk+74yKbLT9zeoCSdsQguQHldnTlP9PAa8RkYVXEbUQ5yHqH05DiFe9gQdtr1Hp86+V7Z1c3Z7txyUtSaQmn9dizGfa/rDF8tq2tiAiQIcRIt7sQF9JtfH0IAyIDgQGAnuVcewjaREivR1CRPywiKlXEane65Y6nwA7FSHzdEnb2n6lMoaBwCFEFCa2/yDpG4SzeCMjoo72rUJv4ljXtncjMCNhMFSjX/1KJd3/JsIpHODbhFP43cDewNYlIrQ3IWZPS0SUHkmkmSdJkiSTMWpv+JYkSZIkSZIkSfL5RFJP2yPat5w8kVQT84Y1imosUaN9arU4J+A41IFb+PjaVl/bn3bYtnct4rIybzvb55fXqxF1Ob9i+6EW/Yzz/vXtv6D773DcuHSRJEky2TB0IkWOS3rA9sBGy7KmZZIkSZIkSZIkX1g+z4IlgO3Pyl9DQc32iAktWJbtTFDBsjiV13iuTdshNTG3gWA5PV31OwGOIZzff16W1dr1rqSVzwvcWFnWp13dyyRJkmTCk+nhSZIkSZIkSZIkyUSnCIO9bX8GfFRZ9GlZ3ofGEaYzlHXq+/s+sC4wm6RTiLTxmQkTnveBYySdZftOop7nKpIGECLpSEkPEMZEvYBtCIfyJEmSZBKRomWSJEmSJEmSJEkyKZgB+IukYcD8koaU+f3L697AxsAbdeuNEjGL8NmzuImfAywEHEfUJf0LcLft3SRdY3uDUR3Yvyzrng/sStT+HEI4qv+POhOgJEmSZOKTomWSJEmSJEmSJEky0SkmQCsBSHrI9qDy+tna62ZIuru87AHcD+xBuMWvQNSwfB34GfAHSVcBAyVdDxxo+xFJVwAzAR8DV5S+piAcw3sDx9LYZKh+HLsSoic9p52lk91OkiRJOiRFyyRJkiRJkiRJkmSiU9K/h9se2WR5T6BHfd1KANsrNFhle+BOYBfgEiLV+w7bW9ZHWhJu7DsAHwKrApsQ0ZY/tD20032wfTpwOoQRT6frJUmSJO1JI54kSZIkSZIkSZJkUvAr4E5JdwILSLpD0h3AHOX/ncCe3ehvGHAXcDshYAKsXIm0vFHS8mX+tEB/Qtz8CvBz4Grg95L6jeN+JUmSJOMBTWATuCRJkiRJkiRJkiRpShESD7D93TL9rO0FWrR/yPbSTZZdAhxa/i4GdmgUaSnpIeBbwLZEivp0wHnAUGBp2yd1dz8GDhzo+++/v7urJUmSfKmR9IDtgY2WZXp4kiRJkiRJkiRJMkmQNCPwe2Cv6uy6Nr0A2x7RpI+eZZ2FgG8T33PfBTagK9JyMUnXElGY5wAf235L0vPA34CvAdsBrwBHj6fdS5IkScaBFC2TJEmSJEmSJBkDSX2BOW3/u8P2A7pTC7DB+vPZfm5s1/+8UOo4zmL75XHo43N3rIqw6Gr9SklTEynZRwAPlnkCpiqv+wCzAOsCu0qqrftJxYgHouzZCbbPlzS37Tcl9QDmAGayvWXdWHYlDHqWAg4mal/eC2xj+62x3cdHX36PAQe19e5JkiT5XDB08PqTeghZ0zJJkiRJkiT5fCPpj7VaeA3+TmuyzqGSvt9gfo/K67srrx+pLS/iC5IWkPSb8rqnpNMr7c/pcOx9JO3QYdu9Je3SQbvtJP2oTZvlJR3VpqutgRM6HNuBwLItlp8vaWFJC0q6UtKckt6SNETSq5KWBHaXtGon22szlk1a7X/Z9jLl9RGStiyvN5U013jY/uWS5pd0VhF+6zkaaLqdCX2syjW3c7lmF5S0kKTDJR1crun5mqx3vKR1mixbTtLA8neipD0q0wuVZjsC10q6QdKLkq4hnLrnBX5Qlk3lYPbqsbJ9BrARcAiwpu0VihHPM4SZzjbAppLmBJ6WNAT4LzBDvWAJo8xzzrb9MLCy7Q2JGpeLdfd4JkmSJBOOjLRMkiRJkiRJPu/Ma/vrAJIOIdyCh5TpW5qs81n5q2crSVsDBhYuwgrAXOV1T+BCSX8FBgL9Ja0HLAwsLWlv4FZgeknzdxCluCNwQ7OFknrZHl4mhwHD65dJkkcvVD+McESutRNEiFulze7An1tsdxbCJOXfZb/7E2mzPYApbX+z0nYAISwdWaZnAy63vUqZ3hZYC1iwrLIAsDbwD9sbFIH3MyLi7Y+S7mjmJt0hPwT2b7G8L3CxpJWAd4DhkhYDfgoMGoft1pim9HszIbRdWlsgaUXgddt3S5qbqKE4EniWEO62YQIfK9uflUviSOBhIqpxfuK6WR34AGgUxfkJ5fujpOmAfrZfKcvmpeu75fTA7GXsIsTDf9k+EzhT0hTAOravKtfmqYThzru2/9fkWC0JnEgc06MkrQBs3uGxanYcXP7XUs7H1/WXJEmSjCdStEySJEmSJEk+77QSGKqpqE8CtZTcuYHPJG0HTAF8aHsd2xcSouSUwK8JMeluIm1030pfMxNpq58RYs9Gpc95gDkJIWh2oKloKWkqYGbbLzZZPiNwpaRhZYwrlfk7EuJlb0lbAAtKGkwIZT2BbwLDJG0ATEmISNsB/yrrf5VIt11a0mHAosBXbL9ZlvcGLiTSbQeXeXdXTUzq2I4QlJA0A3Bu2X8AbF8gaRAhggIMJlKCN6l2UgTYm8p+3t7suLVC0prAIoQ41huYDZi9Ivxi+9+SDgBmqKzaH9jO9gdjsc1biWugdq0tBlxBXBt9qYiWhKP1QeX1D4DdbT8p6XpgiYlxrCTNBJxb+vg+UQNyzjL+2Yg0aUoE6g/L/CeBt4hr5gbgLODa8h9C0Dwe+A8RRbo4sCpxLr5R2faZhEBKJRp28dJuJKML6dVjtSiwUzl3SxA/VHR0rDplfFx/SZIkyfglRcskSZIkSZLky8Iw22sASNofeLUIHwPoEt1WBH5ZWWcNImrv30XQEPAL27eV1N8Zgefpiph7AngPeNn2nW3GszNwZrOFtt8GVivj2rNsuwdwmu2LK01fpUvQ3IUQ4OYGfmn7gWqfCkOTPwCb2L6rpBgfUBMsC3MQQu3slUjThSVdR3x/+LPtEyvt57f9VHk9AtiCEI/quaT8H1r2Y8WSxrsIIThRtrsKYyEaSZoGOJZI9/23pO2Br1UFS0mHE6JuLep0LkJwe6Ms7w0cRQhyrYxfegEjSrSegW/b/qQsOxq4gBCap6hbdUrb7xGd/7QyfyairmKNCXmslgB+KukIwrjmQeA14vp9BZhW0hzAlYT4uiQRAQrwPSLC+Azb11T6/KD0cxPxnnmREMl3AD6utJsa+AldpQTeBta2vbOifmWV6rG6RFIvSesTYvOzlXZtj5WknQkx8yXgt7ZHrV9Syj8utSy7fUwV9TF3Beg57SydrpYkSZJ0QIqWSZIkSZIkyeedKSXdUV7PBWwh6b0yPazSrpOUz7srwuYpwP62H6otVKXmJbAiEVF4EPAUIXisR0SOfUgLJE0P9LX9WrsBlci4zYGaULm7pOttv1vXbkpgbyLddj4iUnTtuu6OA4YUwVLAzwgTlFEUM53DSmr9WiUC7W7b67Ubq+33y1gaLb6y/F8G6A08QqSp/6bS5mMiOnRsuBg4vgiWfYnzsmFdm8GE6DxS0vHE9TF9We/KcgxHEMdwa0mN0osF9CGia/9KiJY3lyjTi4lo3vmA7wJntBt0iZZ93PZ/K7Mn2LGyPUTSPbY/LiJtVTydHzixahJU0vsvJSIyLwTmrhMsKeNYBpiZeA8uQAiT1bRxiGO3HiEK7g78CBhUoooXo7VYODXxPnibLtEZ2hyrUu5h7rLu3MAxku4hfqiYCfgtEfUKY3FMS33M0wH69l/QbZonSZIk3SBFyyRJkiRJkuTzzse2V4aGNS1vqrTrVZmupYfvSETDvQ9j1H38KvB7dTkWz2b7q6XfJYnIuEeJaLRTgY2JCLungYaGJRV2oTNBq2/p81AiRfYTQmS5UtJmdRGSRxGp2e+UMfSVdKjtX9a1eam83psQqVYHRtX+VDEaYnRhqDqmHoAqUYgfS5radkOhtkT0fZNIQabsx1ZEROrMRAp1jXmJFOPq+msCD9l+o1H/FfaquJf/BuhXtjsqRb8SDbkc8HXi3P0X2FfSy7bvLU13KX+dMAWwMiFSzkQc+x+W7d1a17aH1FWDVGF6sz8RnTgxj9XIEiH4DiHyXVfmr0mUPaj1tzDw1SJyf5uoKbmjpK3qon3/CixN1PNcBnjQ9n+LMN67uv/l/xHEtfwb4D5CNHyd0UXL0Y5VEel3kHQ+8LUynk6O1T3AxaWfp4CNJG0KnAL8Dzio8j4a45gmSZIkk450D0+SJEmSJEm+LHzP9holkvJ0YHB5vQZdtfMAkLQgMNz2qrYH2R5ECDw1FgPOKa//Q4iFhwFTFTGnacSVpFmJVPV3mrUp7eYjRKL7CZFnb2A/Ir32NuA+dblgHwx8BfhdpYsDgFUknSRpWgDbL5Yow02J1N2lgG9I+mZlvV2J9OiPgatKivjCkq4pr68lUttrXAd8p9l+lDTos8s6ZxDi3gjgett3EGJVjY0JAaxKHzpwMa8JlgozpCXKvu2uMNkZhaQ1gIuA3Yjz9ClRP/EcSb9XGOR0h6mKIDY9EQX4ABHheVBFAK5xH1HrsVb/82LiuqymjE/wY0Xs78fE/k9NiHwzl9c1QXVuIvV637p1dyOEy9+XNHKAfxAC4h6EEHilwqxnI7pKL8xE+XEAuIxIH/87IZjvRIjzVarH6hR1uaVPT5j2dHSsbP+77scIbF9hexvbu9p+prJoY8Y8pkmSJMkkIiMtkyRJkiRJks8707RID68asNxbWacHkapai757pLZAUn/CYGSvyrzZiQiuWl8Xl1qYsv1OEWjWAqoCSDN2pjNhaSSRtnxZGcOewCcOF2YkXQw8I2l5IlV9c9uupWbb/lTShoRBykDglpL+fBgRXbmO7fdKvb+bJe1m+6+2TyGi0EZR0ombGfFcQ7guX2/79fqFJb14LtsvS7q57PtAovbg9IT5ywhJKwNv1EWPYvtaSYMlrWb7tmYHq4iAvyXE241sfyRpD+DPJSr1n5LWIVyzN7P9SIlMxPbzinqmP2fMOpRNKZGIr0naihCJdyTqm14DbEBEuz5SSac+gzB6uo8QyucGTijn7GfE9TtBj1URsLcgSgdsQkSJzlcWz07UpgRYGDjE9uNlum9swp9IWg/YE/hA0jaEwPg+UfJgiKS1CfH7LWBqSWsBsxKRlPOV7c9N1L7ckohY3k3Su7bPbXCsjgLOl2Tgr7af7vS6anQMmhyXhse0Oywxx3TcP3j9sV09SZIkqSNFyyRJkiRJkuTzzvBaeng9denhVaYmotLq288G/AX4oe2Hy7w/EeY29UJjL6Ke5rcJIeYR4F9FGJu6xXjPbJZKXaVEDg6tzOpZHbPtp8vLe4h6gzX61NrZ/pSIjEPS/ESE5lXAarVU6SLYrQtcK+kQ25cwJk33pwil+xIRqxeVeYMqTf5OcdAuAu+xwALl9cLAQ4SZ0YaEaNiIbWjtxL4iUdvwZOD7tkeW7d2jcIi/RtLmtm+QdJO7zHn6UL4TlWjHHzXbRhN+RBgb3UyY+RxDiMK3An+jRLLWGpc6kocDq9g+EDiwbj/mZgIfK0KkPM32CElTAMfaPrWk/V9CcZm3/bfKuPYmDHmOKMtGAL8vy54loiUN/ERhggPwLiHiXgZ8REQJn1aO86Fl3XWIHxB+ARxS2jY6VjeWcVfp9LrqlK/T/JgmSZIkkwDVRconSZIkSZIkyZcaST1qotdYrj+qDt/khqT5bTcUtIrwN7/t+jTdapupgc9sNzKomShozJqalNqJ89p+TqM7e9eW97f9ygQYSz/bH5XXfYBpa5F6ZZzz16UfJxORkr7+Tu0cTWj69l/Q/Xc4bmJsKkmSZIIzdCJFjkt6wPbARssy0jJJkiRJkiRJKoyLYFnWn+wES0k/JgyLTm2wbB0iVXk2oJ+kqgHNfrYfKKJgD8I05gngUknfAWYkIuz+59GNWZqNow+wVSUFuH5579LfSMLAZU3C1OgQd7mlrwvsLWk4sBxRQxJgGUkPlvX2kPQpEYU6HHhVYah0UVm/L7AK4YT9artxN6MqhhUh983K9Eg6KxfQMWpheDSxaXUuJS0N/Bl4DpiKqMv6PnE+3wcGEOUM7q1ft8m2BhERpM3SvQXcYPvKuvknEu7oT9T114uu6OGPbH9WoqyPsb1tJ2NKkiRJJjwpWiZJkiRJkiTJF59PKM/+RbAZYPvZsmwa4DGKYUqFzcsyCJHpLGBZwgDot0Rq83pEuvl3CVOZduwI3NBi+f7AtwjR8j3gNMIA6eeSXrR9jO1rCTMgJG1ZS2eXdCpwObCw7X8rDI9uAz4oY/w+YfYi4GvA+jXBUtLipU09I4n6mE92sG8tkfR1YHfbO43l+lMAt0v6u+19xnEsPQnn7t/bfqld+ybsSPNz+SEhFF5F1BidERhGpMw/T9T7rEWofpcwmaoX+wWcZPtSombmU1Rq1Fa4F1ieuMZrJSH+R4jwswDnSfqMSN9/3vaPgBWAXxHGSTcqjKhmAr4q6Qbgcdv7dXwkkiRJkglCipZJkiRJkiRJ8gVD0mqEKDWSEP2uBZYui48jBJxa/b62kaGl7uVJwKal3+8R9Q93IWoBtjUWkjQVMLPtF5ss7wEcZfs3lXnfICIn9yciKVVqaB4BrFTa7FaaLw4sQtQfPansV3/CbXogYRLzjsKkqV+1ZqPtx4AFSn99iajSwwjh7Km6cW5Lnds88IsirtXv03TAkrZvJ8xnbml5kFpQDHCWp1Ijc2xLEZR6lrcClxTTnhFFzD7D9o7t1m93LguLEqZGUxHRsH2Iuqe1SMsaswFn2z6nbhs7EqIjtv+nMFqq1lu9xfYvJI20/UZl39aQ9BXgdKLW68jyenfbr5VmnwJDgGeB3ra3lDQz8NtO9j9JkiSZOKRomSRJkiRJkiRfPO4iHMKnpcsJfKPiHH2T7dPr2q9BiH71vF95fS2wDCG8nUt8l3iLiLas768ROwNntli+PpH2/RkROXcPkcI7TxlbX8Kx+l+EwLg7sFpZdxgRPbkXIThCiJ29yl9foI+ki4jIvx7FMOboErlZ5YCynUNcnNqrlJqfTet+1jElcIikx4nU6P/rcL0xkHQp8DRFbC6p9FdJ2t72W3VtDwXmKJNv2f5pfX+2r5d0Q0X03I2IkOyEducS4CLbB0lagzAGGg7ca/vyYrBTo5XDd3VZL2Co7R0lLcKYwnEtZf27hCv63ER0sIhjcYKkocS1WxV6Fy3RmQIWkvQXoB+wge2P2+wjknYlnNLpOe0s7ZonSZIk3SBFyyRJkiRJkiT5gmF7GDCsRCH+iRAvzwQGNhAsexPpt/c06Gp1SfMQTs0nAa8QguGx5e9cIgryF5KOtv14o/FImp6IdHyt0fIy5r9I+pCIfjubiJKbnYh+27q+S0LYfJeodbg3MCshcC5IpC2/UebvWfbtfEI8GwhsTET+NYoUnBXYt5Mane2w/WqpGXoLIcD1I6L8Yiek04gIzEbcYXuDyvQPgO2BEUWwPAN4uF6wLNv9ZWUb9Wn/1XYubZYlBN/l2+1TJ+ey0nZhYBCwGTA/8JCk19utNw6sQaSib9GoNq2k1RlTJH3c9gGSbgdmAH5g+7+dbrC8n06HMOIZ65EnSZIkY5CiZZIkSZIkSZJ8ASk1HbcgDGd2IdKcP5N0oO0jS5spgNcJ4fIEorblW4RY+CohUG5q+y1JrwBLECLoCsDdwFfL5n7eTLAs7EKIbO34NnAFES15M3AyMG+DdrVoyoMI4fIPZfybE8LgDWWMhxKpyAsSAt8+4SkEwM+oiyyUNCWwKnBwB2PtlJ2J711nE0JvtablbrZ/0Ekntt8Bji+1MY8jhNhDGrUtYujCZXKaRm1KuymJyNKtgO/Yfq+DoXR6LiGupcuIa/BRIiX7gw7XbcQ6JUK2HzBGnVHb10k6m4hAHUmkpk9DXMu9gCeLQDmQqMn5MXBUETNfKm1OlrTJ5GiolSRJ8mUjRcskSZIkSZIk+YIhaUZCXDzU9vA6oe6ckiZ9OJEqvVqp6fdJmfcicKvtQZL+QERXAuxfah9uTESn7VO29TtC9Gw2llmBYUV0a8cIinu47TXK+utJWsH23WVaQM/S/lpCYH2UMN05jVK7s9SRXEvSr4BzCAOYUdgeTTyTNDsROXqk7f812ZdNgaOajH2faqp5EYR/TZgXbWD7vWKAUx1Dx8KYpB2IaMiZgANs/6lZ26oQ2ijSstQPvYCoC3oBsEIngmU3zyWEiLwVITy/RKRuP0bFZb0bjAQusL1/qT/5rUaNbO8k6duEQc8ChPv874CZbP+rNOtFXBMPEtfP0USd1h8TAudRhJjbLZaYYzruH7x+d1dLkiRJmpCiZZIkSZIkSZJ88ZgH+IPtm8p0X+DjIpLtIGkXwmFZwPYl0mxewsjmk0o/cxAiDsBISVsD+xB1LKvbeoXm7EznRj3TASsC/Ysb+IfAYOAPko4iIuz+CzxCCJfrE8LrR0Tq9F3AdyTNRKS8b0vUNpyHEM0OJqI0G4mFSwAn27662RhtX0FEgnbCb4lIwzVsDy/rt6rf2I6XiMjKm2v9NaNEG9YiVMeItLQ9UtLxwA6llECndHQuiesKoqzA1IQpzx1EivjJhJO7K20PKsY7VWYHjq+M+UWiFAG235R0ZRGa+4624RB3N6XL9MiEIdDxku4AjiTOyz+BGwnh+2TiuhJxjK+RtLXtizrY1yRJkmQCoYx6T5IkSZIkSZIvLiU6cH9CoHqmblkPoEe9CFYRJ1+wvXkRAa8lUsIPt/2upDkIYehJIrW4oSAnaVbbbesYStqESD3+BxE5+STwXIkU3ZKoSbkmIULeY/vpyrpLExGNZ5d9vY6SElytvVjct88DDrR9VbsxJaPTjXO5FLAdUUP02ZpTu6QlgOWI87ye7fcl/RB4v4l7+PS2j2uyja8RdVavrDnOl+t0N0Lo7g9cSZQuuKZc6zsB51SvVUnL2X6gOI4fW6KOp+zEhKeevv0XdP8dGg43SZLkc8fQiRQ5LukB2wMbLkvRMkmSJEmSJJmQFHGhZyW9tw8wF/AN4Frbb9e17wVM1S5dVVKvdhFnpd009anA40pJUe5VjVIr5ijD61N+JalieDIvIdCMYZ4yuSOpR4nQ6wksZ/ve2rwW66wG3Gf7o/Gw/Rm6kZacdINa2vo4RoJONMr7r7vp9UsC75aIzfplCwLv2B6btPVRpGiZJMkXiclBtOzRaGaSJEmSJEmSjCuSehQBcl7CQKOPpLmJ9ON/Aj8Evt5g1e8QtRfb8XtJd0l6S9IQSa+UCK/qGOYAhhTH4+6Ov09JNW3EAOBGSTdIulfSEcBPgBvKvJclLVgE2ltLFCFlv3aStEb5W1vSDJLmLOu8IOkeSf+QtLek6yTdLOmzkgpbP0aVdTeu3/e6dvMVYaY7+z+PpGNq0xVxck1gj7p51fX61faPqBu4amV/Z61re7nCDKY2fYmkxRqNp16wlNS7RE6ONyQtLumb5XUfSd+R9L3xuY3xgaQZmsw/V9KMkv5U3hPPSXq4vD690q5POR8/KmL7YsAvJW1UoiFr7X7T3eumwZhavY9qba6T9NW6ed+Q9JMmq+xFRGvW97OmpFvK3/ySDpd0vqR/Ab8nnMyRNLWk79b+gF8AB1bnKSIzkyRJkklI3oiTJEmSJEmSCcVShFvwHoRpxs1EbbsrbE9n+2u2bwCQ9D1JT0i6iah3t6Skm4r4cHVps6qkF4sA82/bewC7EtGag4C/Ap9VB2D7ZSJVdKGxGP+OwK2NFth+HtjI9jqEWDmMqIu3fpn3N8Kw5DNgE2CgpAGEicqrRL2+2YmakX3LuG8jXK8PJ2pEXlCm/1v6rdWWRNIOkh4HniPSqVeiq45gI9YF1uh0xyX1I5yuj6jM217h3HwqsEw5D7W/X1RWnxX4P6KW4Y+JeoJTE87gK9Rt6mpg5sr0cODTDoc5EriwzX70lHSUpDk77HN/uur+L0TU7ryr0t/ikp5t8PevetFtQiDpp4qoyPuaNLmQMJ7Zi7juby7zBhPnosY1wK8I4e8aYp+HEXUnv1lpNxgYLGnacRj2jjR5H0nqVcTBYYSzfZ8yf0VCZLyqSZ/Dyt9olDT09YEPbf8buB/4OfF+Wsf2eaXprITxzsOl/aHA6cR79VFgP1q/n5IkSZKJQBrxJEmSJEmSJBME2w9KuoRwC/4q8D4hInxP4axcmvlTQoA41vYZ1T5Ku5owNQy4yPZBkm4r89YgRDuAPoQhC5JuJMQyV/qaEehre+F2Y1eYwszcKJW0LO8B3CRp98rsbwC7S9qs0m4ZwvDmUOBSYEpCxKlxge1XJc1C1OCbHhhYxvmOpPeAfrWagDVsnwucK2kg4Vrd0OlY0uWEuc7MwAhJe5ZF36rWemzAnsAxdan7cwAn2r68bhsDCHOTGiMIcfpHdX3OTgjLKBzI1yTOzwJF9BwVtSmpTxF8W9EL+J+kDQgDn7nL3001Z+3idn4rcImk1cp0L+AM2zvW7cdiwNqEwAwwI7BM9TjZfoxwpEZSXyII5DBC4Hqqrr9tgYPqxvwL25dW2ixD1Oqsx8Dmtp+sm78tISSOQRnPENufSdqKiCqsmRsdCDwD/FvScsS1OCdxvT1E/KiwNLAh8JFKncfieP4LQvD8eaPttqLd+4gwzNkZWA04C7hX0lBgmzKWUdG1kk6wvXeT7fwaOKRE/m5P1C2FuGbvopjxSOpZnOFfIX4QOJMwYKqZFi1LlK44isZmTY22vSvx4wk9p52lk1WSJEmSDknRMkmSJEmSJJkgKByqdySiCOcl3I+nJkS5s4mouyOAMwiB4IAi9EAIXLXIwjvLfwNzSloZ6CNpodL/qpJWIcSHNwFsr103lhWBU4DN6IydCUGjIaW2445EhOOzZd61JQqu6mY8jIhYPIeIyPwZIWBuShjbbF7a9SaezXuV9ftIuohwxu5RIhyPtn1tg+E0dX+2/V2A0tfvbN8n6YayvVYsafvoTrfD6AJPDyJib/+6Nt+lK9PrFuK87gu8R0QGbkoIrAsCwySt2cwMRdKPgR8QwvSPiMjWlwnx6JLRBmZfL+mGSv3D3QhX8mp/UxOi2bdsP6EoJ/Ao0Mp05gBC3D3E9hjXiu0LiGjZpth+EFi8biybECLh041X8YgiqtZqOy5QDJZ+BOyhMFEaTgiBvQkBeTZCTAaYgRD2ZiCE/mWBi4mI3juBhWw/UNngw5Lqz2WntHsfXSrpH8ALwP/ZvlPSIsT9YVHguiI2v8/oEaD1rG/7/8rrnwHPS3of2JiIJIVwPX8KOKJcV78vQu/D5Q/iGPzN9pWd7qDt04koTfr2XzANI5IkScYjKVomSZIkSZIkE4ozCSFoUyLS73Qiumt5QsA7sRJZ2ZsQnm4q078nxMwPgV6SFijzZyAi3WpizE7FgfhjYLsSRTUakgYBvwHWtf1Ku0EXwapvm0hEbD8p6QNClHyizH4QOIRIOT28ROZtUPo8iRBe5gCmAbYAZpH0EBGBuDchgt1DRN/9mxB4NybEpRfL+JYELirbmxKYQVKtNujJtk+u258+RBRdTZjpC7RzRm5mcPRLST+qm9e3jLXGO0QU2xpEhO0ihIvzCIoQXc7Z6oTD9FHAKbaPl3QBcdyebTU4278Dfidpe2A+4nq5mhC+bmvQvmaEtCwhkNbXwvwR8BvbtfO4BXB1G6OXWYF9bV/caqydIGle28+XNPYjgLXr64VKmqbBqtsS6eDb2D5SUR/0U+J73m3EdfY8EQXcs6wzhDg3UwHTEoLhVURk5jeoK7FQaGt41WCfpqeD9xEhNL8OHCHpTNvnl2jlvYkSDO93MIbqeVqGKEnxNnHN1fbn+7Y/qVuv5jJRq+M5BSH2nt1mzEmSJMlEIEXLJEmSJEmSZEKxEpHKOgMhMm4LXA6826DtDIQo9yZRM3EbuoSInnSJbI/aPqdEOQ4HrizppAALSlrf9kO1TiWtT9RX3LAbzsC7EIJpU0pa737ALITYOrWkCwkB7f+o1GksKdxbEjX0TiXE3JFl/5YkBL5vEBGYA4hIw4dt71OLqCOixz4EsP0IJTqvpAEvafvgFsPdh6j7WRNvpiRS9VsxXNJ0HtPB/dAm6eGDy+uliVTxYYTQei4hur5W/v+rtNsM2IEQzD4GNiCEze7yT6IO4SDg/GYCYhHzDgC2Ar5Tv1+2f1VpOxtxbr/RbKOlv1WBVse9I0p07vmSbibS03e3/Z8GTQ+gcowUhjm/AFZv0PZ24A0isvhtQgitOdaPICKUXyfOUS01uychZu5Z7UhR33Rs6jt28j6au2z/biL9fA5JgwkxdR1gFUmf2G4V8Vrtb0GiJuy0xD6L9mnep1ZezwIs18m2kiRJkglPipZJkiRJkiTJBMH2HZKeAx4nIr5GEFF4jQSz5QiR4V9AP+CXZf70wC2295U0F/ANSYeU+SOAc2wfDiDpRCrRWJK+T4gz69t+t5MxK9yth9U7VTdgGPDnkt46iBDNfgU8Zdsa3S15dyI1vR8hPD5KpM0+DHxsewQhMq0l6VdEKvnz1Y3Z/qDBWKckUrDHcFGutNmGEEu/ViIu5wB6226V6g2R1nwQ3RTlimC8don83IsQK88EfkcIx7UajTcBVwA32v5Dd7ZRx5PAgravb7Sw1B69gBDQLwBWaCDEVtsvS0QE795M5Fa4uJ8LHNkosre02ZSIIG3EPtU0/5LuvQYR3TeCrnII1f72BVYmDJUg0uyvA7Z1mEJVmZKo6TgSmIeI1l2XEIc3JIS8mwgxc7oyfxghAC9ciWyssS/wxyb70pBuvI9WIq6xA4B3HHVwry3voS0IUfY7hMDaVji1/Yykt4AZS23P/xA1cfsBf5H0oe1NKqs8SvxYAHHc3iauy7FiiTmm4/7B67dvmCRJknREipZJkiRJkiTJBKHUp3yBcLieqfx9l4hiq7brS6QQP0lEeZ1r++dl2XZEHUyIZ9e7bP9KUk282bGIhhARiqcWo5VziPRXAWtK+ltVuJSkJqm/OxO171pS0r4fk7QWsBHwYkkXn1bSOkQk5AclCnER2/cXseurwJ9KN98nHJOvBlYkIlHnJoSmlwgxpwcNIsVK3cNDCfOiBxuNsUTIbU6kGn8oaXng14xpDtNo/26TtJakvWyfWOuS5unhz5dt9iLqJW5FRFauRAhBGwCnlfTvq2y/UdrXBK6rCcOi+YGzJQ0D/mq7oelMZZwjJL0vadoGYlut9ujxwA6thNoS7XgecX5+YLuZOzdEKvHJtq9uMa4r6Ib4ZfuTIjAfRhgA1UcWXgicUNmHk4njOCqNvgi0NdOl79keWmp/Pmz7lkpfexDX2ZJEpOXrRLr8MkSpgbWA6WxfJmlnQgBsKAq3oNP30cVl7D+hS5T8mqT/I66r1WzXatvOo6jtClHrtVZXFuK6qR2DAUA/SUcDg20PbTGEnxLnfX8iuvuvtv9RShe8a/uf7Xc1SZIkmVCodZmWZGwo9VvUwS+LkxRJ89l+blKP44uMpAFtHpSSCpLmBYa2qR/1pefzcF3l/aU9n4fPCkVe6jyT+/X2eeHLeM4Vzt8zAZcRxiLPAWfZ3rDU7jvB9iZFgFuUiPZajIgcHE6IPgsDG9h+TtLCRCr0ZZLmIcSjgXWRlmcA/yHqWx5XUn1/TKS9zliGNi2wd6NUYkmztktFrZ7LIswuRNRkfEVSbyLC7n7bF0paCZi2XvRRmAhdDGxs+z+SZgJ6Vev/FZHxPOBA21fVrb808Kbtl1qMc5zvxZKWrqXblwjXp5qkhx9re1OFoc3uhGA1I/BnYA/b9yqcpL9PRMe+W9a9x3Z9fclW4xkAvFB9Vijn4/36GpDdpRzv+8ZDP9MzCd7rkr5D1GS8h6gHuQRxrfcmUr/7AMcTkaQjiXqOsxERm2cAWxPO2dcQtWJvrp7/bo5ltPeRSs3OFu1vIMoYbEUI+Md1RyiV9Bghum4MfM32TyRtSfwQMBNxP+lNRJYeCdxPpIW/CZxk+28K47C9CWfxOYj7zgud73UY8fTf4bjurJIkSTLZMnQiRY5LesD2wIbLUhsYv5SH/QuAw2z/u137SYmk8wj3vEbOhMk4IulA4JnyS/vnlpJKtpXtcyfCtjYh0pJaRlV8mfm8XFd5f2nN+PyskLQYIQzcVVJMxxsl+u0iYLdaVFQydnxeng8m5TkvEVKz1Il2UzVLv51UjK9zWfrpY/vT8Ta4MbcxXu/FJXJzuLtqY05UJM1CCE1bT8jjNq5Img/4le2tJ/VYOkVSz/H9GVLpexXg27YPmBD9N9hewyjq8p5TM1F6fDyHpmiZJMkXiclBtOwxFp09JWlGSW9J6l8J0UfScQ3aD+lw3hjrjg2ShpRf7pF0hrrShSYWWwLX1x5iJa0maVSdHknbSLpd0l2SvlVdUdIPJB1eXs8r6T5Jf1fU1umYso3HyrG4sMz7mqTbJN1T0jwAfkhXDZdO+x51fMcnks4pv5x3sv1/lOPy+wmxjfFB2c5cNWFJ0mySbq8sX1bSTeU6qE+RW1zSX8vr3pKuKe2+180xzCHppXLMhkiaRdIMkq4r1+Cp7XsBohbYrU22MZ2k6yX9TdKVReBE0pllzIdU2o42T1IvSS9WxreE7SuJAuwDOti/g0t/NyqiU8Yrkg6X9GR5Hx7WQfvj6qaXVkTBtNvGoG6MaQBjf139WWEaUZv+qiIdsduU6/J2SXOU6WUk3Vnelz8rzTq6v0iaStLlZd2jy7whYzOusm633+cT6r7WhrH6rJA0vaS7FdFKlPv54YTLbbedThv0d3XlPfkqsCxRZ+yQlh3Fupa0vqR+kkZ059pu0ec6ijTbcUbSSEmLlNdDm10nza4/SQMknTMOQxgv57wyf9QzQ3cYn+e8rP8jSWdXpod0d0wVbiEioUbRHcGy3Hd3rJu3sSLqbXwyvs7l1sADqjyvdYcG9+LTKudyqMKgp9N78RmSHpL0Sll/3kbtbH/UiWAp6WPFc+eDGr2257hyKPCTmmAp6afVcy7pGEm3SvqrIhK3Nn8FSZfVjXGMeZ1SXVfxzD6k8vd+iW69VhHp16qfQeWY31o+R5cem/FU+vuVpO8qPvM3VDwjDehw9bnG8R7XbEw9CGf2g8t0T8Wz44AyPZOky8qxO08RqVxb9yeS9q7rb4x59bTI2DmAYjIkaZPKObtb0o3deQ5NkiRJJg7dFi0J17nliND6xYGhtQW2fzS2AxmXdScz1idqziBpBcLpsXeZnon40P4mUQR7VJ0XRS2fqjByPPHBul7d/E5YHtjM9iDb25R5BxPpFt8garZQ0nJeUrj2fZ7YzPaqwEKSvjqpB9OE7YATASTNQBRrr37hPAHYiajz9J3alwNJAo4l0ncgUlTut/0NYANJ03RjDMsT0RWDyt8bZVwX2F4FmEbhZtqU8sVqZtsvNmmyDZEOtibwKrCOovB8zzLmr0hasNE8oo7SxZXxPVr6PLmMs9W4FiBqdK1MFIbfre3RGDuOIJxBN5G0YauGDe5hS5e/8cnYXlfbAM+51DyTND9wNHEfHxt+AvzJ9stlejdgk/K+3FzhNvsund1f9gEeL+vOrW7+SPM5Zqw+K4jzNrgi5MwCbGl7LyItrruM1p/tjWwPKuN7GLi7fPmeWpHm244liXTEsXm+GAPbN9i+YXz0BYi4p04qxtc5b/TM0B3G9zlfm8bOxRMd2w/ZPqdu9saEYc/4ZHydy0bPa91htHux7R+Uc7k6YWb0507vxbZ3KeO+toynaRpvh7xsezVgFbr5A3kzFKZDU1XE4r2JWqK15euV5d8kTH9qNVH7AMcRJQJoNq8b4xhtXdvP155liGf3moh/MVHHsx3XljHvx7g7kb9A1HqcD1iASP1uWj5gIrES8DfbNYOss4l6mjUOJK7jQURa9jYw6lnv28RzIc3mdUr9uravrJy3PwGnlaZtn0OTJEmSicfYfKl4AVgNuKP8H1XnQ+MWHTOk8npqRTTYLSq/3kt6oPwqd7UiWvBH3eh7ifLr5Z2S9qhtT9IBil/B/6yg0bwx1m3D8Mqve/9hdDfHuYi0zuG236KrqDxE7aPqB/CitofY/jCGq+6YJi0P/KEcp23LvLeIWlHzErVbatzDWAgr5Vflm8uxOqDMW0TSHYpIyEPLvIXKr8f3SNq+zBsi6UJJ90qqFoLfXl2RCVO22X5PituhpK+UPm+TdERZPqBs42xVIkCAI8u5/F1p109dUV4nVfofIuloSTeW6TGuyTbMb/up8noEEQVVLQ4/o+3/lGvlLaLeEITgVI1qHARcWl7fRbg/dsoKwB7lfPyuzHsLWFgRdTIX0EyMrLEz4fjZENsn2/5bmZyFKOReHfMthLDYaN4KhBh4RzlXvUqfTxIP260YBNxe0nsuBy4q79c/lOvgcsUv+TtK+l05b08ooljHaNdqQ7Y/LmNfrdn1AmPcw35DmBwcJOnmMm8KSZeU/b1GkWIHYQ5xmyLCZfY2+93t60rSjMAxwDuSvlnafUA4cXYbheD8Y6CPiuhdvii/roiO6AV8VJp3cn9ZG6g5qJ4OfFa2M8b9uTKGc8p7fP5yH7pX0pF149xWlcinDvet0X2t0edCo/vaGPe/NnT7s0LSqsA6wLyKun6UFLapFZ+JN3dzf8for8IeRH2+2hgfI2r2teJJQrBcqrxG0uqKCJa7JG1c5g2pjGFI+b+jpEMVkcJ7VJbvqNGjqAaW4/yASqSNpBXLvPskrdlifEOBVSWNEuslLVfWvVsh7kOYN/xJ0j/VIkqq0XXQhvFyzgv1zwwdMb7PuULUnAt4WNKSZfYYx28sjlV1G43eb9erRNgrPptnL68HqRJ9Kun6sr+XSDqmzBvtfa7ISrhK0uaSLpW0pcIQpBXj61w2el7r9LiMcS+u8B3guoo4Ol6e9cp991FJ90s6X9LjCofwVvQjPq+QtFV5r91Z3rdTS3qgLOtXe92ChYjrssZVjP4+WIhwv4Z4Hqm91w8EPgE2UnwmNpvXKa3WPRj4DYQBEFGjtVNmJoyIUERS1zKL5irH/sry93iL6+UFYE7gZYoxje3hkvar9LdA2cYPy7x7JS1X1p+ufhv16yqyRK4p18LZku5us1/LEtdgjZ8CVZOjZuftNEJ830pdz2qN5nVKw3UV3znWqmWxdPgcOhqSdi3vi/tHfNTUmD5JkiQZC8ZGtBxKRB79tfwfOh7HU6M/cBKwLjBAUUC9H7AZEcWxNfGlqBmXKb4I1RLwZwN+QPy6tmOl3f9K5Fevss1G85qt25byy3e1ZsrjxMPqepJ+BfwN4iGb+JJ/Z6Xtu9VxEg8ylPaza/Q0lPpxHWF7ZeBbwMGKtIyrgU2AvRjdyfBjoKVA2ISjiSiPlYC1FRGP6wNX2F4ReKa0O4r4pXsV4EBJNVfAk4gi21uU8wswdYkAfIjWEUOXAU8Rvxy/QBTKPqRsvxoNtyFwmu2dKvOutb0SsKgiBWdX4LES5dW/8qVrBeAfttcu042uyY6w/b7t+ieYOyXtJWlrwuHwkfIFbFvgt5V2UxEPnhDi1GjbVYhgtevguLptXA98o5yPhcq+3UE4q/6QOIZNC8QrhM2+rtQWa9F2RWAG23c3GXOjefcRjpArE9f7etUu22xyFuB9hUBxHfEe3QjoXSI7XqTr/f81Qhg7nHgfN2vXireISJ1m18to2D4YGExE1NRSA3cl3DtXJn7RX7zMX6CM5SK6Ea3U6XVFfKm9jHhY317St22/7ha1wOruL/UOs4cR7/8LgZ+rknIO7Atc5C5n007uL7MRrrLYvtnhxguN78/1HA0cYvvrQA+F+QNEhNOOdD8Ct9F9rdFYGt3XGt3/OqLTzwoi8vdA4ov6WZJqx2Ve4n43tNpvJ58VjfpT/ICwAWGeUaOTc/k6YXawFFATH2YkPrt3It6nrdiCqJ/bSow7iXgG+DphzgJdUTHrlH1qxggiwqdaauNE4r67KnCAIoJ5RiIjYVXgV5XPrXqafb61ZVzOeZNnBmCSnPNVgduJZ8La52Wj4zfWx6rJulcCaxWxoae7nIVHw/a6wA1ENHKtZMZo73PiR8OZCPOfVwnn6I7dgsfx/dvoeW0U43Av3gU4qzI9Xp71Sh9vlf0YQWSGNMt4mUNRvuSfxDMHxLP8msAvgO3LD/NPFMFsA7oc1ZsxJV0/imH7P3XLbwC2lrQaEf16heJHil2JqP4HgKsazat2oihLUT32S1eWNV1XUX7i/brrsZNrff1yrM4DTlFEUu9DXPO/pSsadBCR2vxNwp29EUOJZ9iHiWjG2nPCMOIH4wvo+tFyZ+Kz47uES3ezbTRa93Lief1cyo+NLWh33v5E/Mi7ZhnT1YqyCv2I629q4KhG86qdSDqoet7qlrVadzviGWy0Vdrs02jYPt32QNsDe/Yb2ySWJEmSpBHdid6r8QLxMLof8dBx+PgcUGEY8cC1E/HwOyXwmu0PJb1APCi1+jDZzPZLks4o07UH5jcZvVZSzVjkdbrScevnNVu3GU1/9bM9TNJaxMPp94EVFSkmhwKbMrpQV30AnpqKwFwehga1GMONpd2Hkj4BZiAK6m8AoIgWutb2v4gvuw+32iFF9OKxJWIA4vh/FbjHtiXdDywCnE88VPyNEEkhfj39OWDi2Exf5j9ge4Skp4hfhKHx+WjEZsB/iQembYlf3X8GfAhU06f/WkS0KrVfev9J/AK9MPCN8iVwekIAfYQQpqribqNrshUfS5q6PJA34gfEA+EvgCPLcRwMHFyuk1q7D8u23iOug9H6s92qVtJdFWHqKUKs3JS4Ft6XtG/Zn9ObrL8L4STZEkWUwQl0PcjWxgxd126jeY80GB9FePq4zWbfA2Z3OD3+h7gnLUy8p4aUbTxJnLeLyzF9nYg2btSuHTMSwlqz66UTFqHrC9k55f96xJcUaH/dw9hdV8sA+9t+VdKlxBfGPzdZH4CSKtWMZYBdbX8s6RriS9WDCsfV9Qh33hpt7y+EiF2LRNodqJlFtLof1K6lReiK1jjQ9sjy3tmJuOdMSd17pkY37muNxtLovtbo/teKbn1WlEVfsX1RGf8dhCD/Z9sPlS97TxApi7V+2n1WNOyPuEZu8+hGBQNoc90UPiSOY63W6hSEYP4yje+b1Xmnur3xywwu5Sok1YSQeelKx2yXznwmcBtdn6kzubhkl8+jAcAbLqmxkt4g3v9vjdFT4+uglVPw+Drn+zDmM0Otn4l9ztch7gHLEuf+aBofv+4eqyqN1r2SeDZ7l65I7U5p9D6v/Zj2JpHRcHybPsbXuWz0vPZWpa9BLcbQ7F68CPCq7WoUfif34kbUH6t1CFFsROV/s+fxlwnh+sHKtmcALiHOfS1V+Dzih4i5iR++WvEfIt2/IbafkrQd8TxSc2ZfGrjT9sMACqOppernSZq2dswcJSmalaVYsMW6O9H1mV6jk2jAa23vUsTRPxHHYybgJuK7Wu1z8Sbb/y3bbfa88CIhWl5IHP9/lflzEe+b4XQ9txxIPI+MpCuFv9E2Gq07lK7roJ3T+ovENdjQDMr2+ZIeJ6K977I9VNJ3gXPL97lziR9pXmkwr9rPYOIH40Ys02Ldraik8Xf4HJokSZJMJMZGtBxKfHF7nPggHjoex1NjZ0KQupT4cjGuHEYUTR9BRAMAjYu7N5jXcN0WvCppXjepBWT7g/IQcKHt5xRpNbMSX3KnB6aX9BjwriLd6TVCXOvIwbP8AnytIg10AWA6228p0qumL80WIx7+Ib7cNBOtaswFLCLpH2WsrxNfjleQdCfx4H1O6esI4DngOUm1NIwf235e0l50/Rr7dUl3EQ/EtRIDHRfbL+LEe4RIuS+RivMwowtIjcSK5YiHpiWJa+xp4F7bZ0vagK506fp1u3tNXkc8NJ/baGERbGsPb7Xi+6sBCxbRZekSofEA8ev25cRDdrsUnCo3Korwv0dESJxOiLxLKFJ5liceiMeg/Mo/zHbLL5XlWr6UEFtr57E25rvLmJ8momLr551fhKPHiCjgX5f1v0scv1bcBeyuSEeuRV0/DVxi+2eSViau8QUZ87pq1K7VPvYtYzqYeO80ul4a8THxpQPFSX2KeK/cDPwf8T6iwfhaMTbX1bNEmtNTxJfxFxqt2w2eJb58PFH6+7OiYP3JhDNoNRVuEO3vL3cSgslDxJeGO6DhvfgzRU3XkcSXc+jap7uJ672WVrwrcV38hOZ1/zq9rzUaS6P72prU3f/qjkU93fqsKLNflzQzXbWlLyrix4ZEqmJ3nXTH6K/M35yKaKOIwpu39kW2DY8S97La++pnhCi0CBElCZHOKqLu2hKVdZuJ8VXekTQXIYg8Uj5DHyOOwUdETb6m2H5P0m10RX69Wa7f/5YxPg/Moqj/9yYR1d3sPtjs860Z4+OcX0eDZwbbl7fZdo3xfc7XJCLm35L0rKIOcqPj191jVWWMdW2/o4iyXBc4svXqfExEWNVo9D5/hBC37gE2t/12mz7Hy/sXuLn+ea3NdquMcS8u87cgBKYqg2h/L25E/bHak9aZTqNRxM6TgL0k/Rz4vu2FJa1P/AAN8Zn4G0JorY/Aq+/vZUXKei931Uesb/MfSQsRZj3DJT1PGMz0IKJqZyS+w9TP+6DD3WrUX23dbxGf7wAoHMQbRgE34R3iufY54FHbayhM4lYry9s+L9j+RNJbwL+Jz/uhijrWS9teU9KexPsSYKDtDYrIvj8hXI62jRbrdoe/Ep+PreoTP0RkoGxapp8l6vBD17NLo3md0nDdcv9/r+5zvpPn0KYsMcd03D+R3HaTJEm+DIxtpOW/bX8k6SXiV8/xzd+IL8C11L45xrG/K4gPn5eA3uqssHzTdW1/0qL9b4HjJG1TF7EAQBFZfkw8aGP7XsqXNkX01iDbl0saRjx0vgDc2ubL7yjKF7IriAfNdwixDeKh/nEioulM288UQesW2yPadHsUESnTEzipCCM/ISJWpiRSIp8qv0yeS1xX15dog4OIek1TE79M/6+IcjsTdfbOt/2mupUpxmXlC+97hDDzFnAqIex+pOKi2YTvloeuB20/oIisOVvSTkSkxdZN1mt0TQ5tsZ1rgD9Kut72603a/IqIDjOA7VG1wyQNsX2IwvnyOkmrEFGC9zTuqiE/J+pjfkZEMD2tqLV4NjAP8A8iCqEROzO6eUAzdia+fP1U0k+BU4hUqdslfYW4zlcgBIz6eY8QX9pERIvdJGkWIlpvi1YbLZFllxLi5WvEl4I/EylWt5XtbUuJ3qyjUbtm/JQw7rjAEdV5F51dLxDXzKWKOnkHE18Yz1NEeL5FFJqvT/drR7evK+L9e0Y5Px/R9YVgbPk/4MQiTjxPRDldSHxxu7C8l39ARF51cn85AjhH0iZEndJHm9wPziNMl16kq6bZT4j7S2/g5nJfgxDwLgXukHSK7Vca9Nfpfa3RWBrd156j7v7XZr+79VlROJD4TJoGGGL7YUm/Jn58+Ji4XrvDGP2V+V9n9B+ADqBzZ/IHGD3i/S/EfevfxDUC8R68lHjvdhLpXGVvIlJLwAnlWeRA4jqcsixrx++JUimU/xcQmRRH235X0jvE/W8u4OeNzk9hjOugzXbHxzm/jQbPDG22W2W8nfMipoyoCG13EpHeYxy/Rs8CLbq+tjwDQZzvZuv+HdjUXYZgzTiPrvvEasR9o/59/k+ijt6/COG9HePr/dvoea1TGt2LIYTkEytj6fRZrxGjHSvi3tpdzieyW44gfmi4m3h+mglG/Qh9F10lJdpxFnF9/qbRwiJYzmf7z6X/tyRdRFwvMwCHNZnX8gfMGs3WLdv9b+04F1HzV3Rm9FN7JpkB2M/2G4q6sLcT0ePdfVZ4gbjn1oTLl4Beih/pXqESzVvmTUlzA6BG67Z7z41Gec5/Q9Iqtm9v0mwHIuK09kPJX4jj8nfiPbM98V6pn9cpjfoDWIs4lwB0+hyaJEmSTDzU4Wd00g0UaXpv2H5oHPtZihCXrmnxpWlc+v+J7aPatxzv2x3i1ilPXwjKF7pVXdLBxqGfrxBRijd6zBqGEwRJs7YQxTpZfwbii9PfXWo7NZrXYL2tCeFqQvwY8oVgfF1XE5pJdX/5PDG+PismJOVHvh/Ybpcu+6VGUu9Oflz8nJzzfsQ5/13d/BmBdzoVd8bTWHpCRJFPrG12yticS0Xk/pwu7tdjsc1FbT/RzXWa3ovHpr/xjaTfEqL5OrY/ate+rLM38Ic2QQSTlPIMP7vtGyf1WCYHipC/V/19ZSJtewHbz7ZYviVwVYlS3ZYolTHWz6F9+y/o/jscN7arJ0mSTFYMnUiR45IesN3QdDhFyyRJkiRJvhRImpaIuPm+o65zoza7EemMQ4nnpFrkVE+gn+0PynQvItLQkn4B3Gf7L7VlJTV1CiIC/Twimufo8neWwySm03H3IUyKxigNUSK6VKKFrynpnr2B82xvVcY5svbjp6I2+AAiWnVqR43jxYD/s72NwrDip0SU/grAbLY/LdFl13Tyg0nJEvihi/mNIsX0J7Z/IOlBusxBIISdRSr7uSqRJnoSUUJmSyJa9znbLaMgJT1JRPBWWYRwBn5EYa71Nbpq8A23fUll/SeIVNgx0tdL37U6t3PZfqlBm8OAp23/scn4diLqrq/XaHmD9uvYvqEcl6OJyOT7bd/fyfoTsj9J6wAHjc8foUvE/Z3tfjSVtATwiu03x9e2P290eqxarN/xe0GRpXOW7W6ZzNVtr9U9bDoi+rF2v9yuLLqUKF3Ri8gU6UfcC4YTGTYjiYyddQkjoVWAuet/GJd0PhHFOUYkviI7649E1PpwSTfQVRt5WWAWtzAubESKlkmSfJGYHETLsUkPT5IkSZIk+dxRBLr9gCslrdGkdMDDxJfl04AflC/b/Yk6cyPpMlY5iDD1MhEptpykmkP6k8ABJXLnZ0T9vh5EyuHiwFKSriPqM27cwdB3pHk9uEWIVOWRwDLlSzdEbeQbiNT3/YiacQBvF6H1K8AfiFTIEYRxGbZvJuoMUlJ5awLewkRNw5aUSM1jCROamtg7EhhWXv8PGFJZpWredQ1RJ3BqQog4uIzrDqKkRrvU7dfqRTRJ59BVp+8TIhX7B0RZhaeKoLqW7VOI89Gs3uYRALYvaLDPixNC7MfACEkrEMf5X5U2sxDpwv9WGOf0J9JtewBT2v5mg20eDdxQhKNTbD9V6a8nkSL9+0YCahPGZ38zUzH+akR57/Qgrq+RrSJmFTVKf0bU227HHoTQNKSDts22tzh1ruGFkcBGtp8sY/ojUcfxCdvdTeGfIHRyrDo49t15LwwmHO938ugGT91hR1rfw1Ylfkj5CiFa9iausS3L6/uJMle3ETVEryLuMReU9b4GrF/J7vkNcV82cU+ZW9IuZXtP267dy/YkauMfKult2+vUBiXp7u4KlkmSJMn4J0XLJEmSJEm+NNi+v0QNDibqqI1CUTfxHuDrJTLxDwpH3x/Z3rGuq4uIL9NTE1+0/1Hm96I4yCuMOPrZPkbScYT78ivAiba37GS8ipqFM7u4pjfgecI4YiRwOCHy3U0YyxxD1G2tptHWhIhPaeD6K2kmwsEYopZy3xKt+ZHbmLMV9gSOcZeZzV5E/d85ifp6HwJnVNovW7a7HCEWz0mYDD1EGJssTTFakrSc7Va1D6dV1A2usghxXHAY5zwvaW3gjnItLENElJ7Swb6NQYl0PYlwda+lL30IXCxpf9u3lsjXC4k6rIPLenfb3qBBf1+jq57oggpzRoj66j+ptSuRtbcCl0harUz3As6oXqvju79u8lPCPK42lvmA5Ww3qmW7HxFt90CJUL6//j0i6V4i2m5a4FuSPgPesr3aGL21wfZjhAFSLW2/B2HcVjPOg/iR4Z+2D5f0iKSl3OUafiNR33w2IgrwA6JO+2jGUCXduL4m5S9sX9rdMVdoe6xoc+y7815w1Mv/BVGf8+fdHWwH97CRwPrE/XQAUd+1V/nbuLT5J/H+6k/cHwYCfR2mXO8R99m/VfqcAdjB4RZ+PfAdRw3kfhSTPUUK/7cJ8XYNwrAqSZIkmcxI0TJJkiRJki8NkkSIYD0kzVVXu2xtQrjYnzDTatZHH8IQ5BNgPiLCbmWgDyEKrlYiOk0YTe0LvAtsRIgui0o6hBBKHrVd7/ZcZWfCDKUZi5d+1yPS0CFcpd8DdinbuIEwsaBMt2Im4CXbo0zKFO7CN6uFa3OFJW0fXZuwfbykq4lj+nvCxOxyusxiapGLMxDmGDMQx3FZwizuv4TJz0JtBEuI6MZq5GYt0rIVpktsHBsOIQx9HpK0BoQgJmldwlRoe+L6uBuYvURZAixcom17EWZ0J5Z17wMWlzQvYaK3tqSBRDTY6AO3r5d0gz2q1tNuhGBabTNe++sOtn9GRAQiaSXi/D9V307SN4j33kJFLN2RxlGEM9peoLJeX+CWsR1fhQMIsf0Q29X32t+Bv5bIxhmIHxwAsL12GcNgQvS7hgaUyNwxonPrKcK2iPvIHcDcwKd196eOj1Wnx75+NZq8FxzGUfu3248mtLuHTUeYqD0FzF637EVgISLatTddYmZfoE/5AeorxP18CGGodi1RP3O4Ig2+j0u91CJc1kwUnwN+SETu7u0wED0eWKws/6o6r1e8K7ArQM9px8ZgPUmSJGlGipZJkiRJknyZ2IpINbyb+MJ6QG2B7T+VL74tn49K2uSgIjzeRKSQTkmkQL4CnOyuWpgrENGP7xLRjRBRmpTtNDVYkzQ9EU1UX6exOpb7JL1JRDOuUbe4D3CJRzdbaSc6TgesXo7DJyVdcj0iUvAMSafbvqvF+qP1X4SldQmh+J+EwAohqAL0lrQokTq9BjAVEUn3ApECOgj4Bl0Roq3o12qhpAOINNKliajDz4iU6bFC0vJE9Fptn3oQwhNExNg67nJXP0zSLUT67fASadmqtuUajJ7+3FA8rAmMkpYlolqbpQyP7/46pkQwnwp8ryKI1paJiPjcopLCvB1xPdRzfd30UnSVPaj2OQtwGREF/Rnwqu1NWwxxVmBf2xdXZ9p+rvR3MvA7j4NBYQesTIiRDxICak/iPjVKtOzmsaqt0/DYj+V7od29o9H2p6fNPQy4nfhh4kq6fsyAuA/sTpfTdy9gb+L43EM40/+biLrcmLjfvagofXG9pP8RZS1ekHRHpd+pJQ2y/W6JvHyI+EFhO6KO59hE7p4OnA5R07K76ydJkiTNSdEySZIkSZIvBUXM+Blh2PAOcLCkM2w/XWn2HnCvpNVtv9uknykJEe9tQgj6GhEJdANRe/E2SXs5nKX3Ap4hUsb/QZdY1BO4y/ZPWwx5F0ZPpW6I7ecl7UVEaM0IvE5EKr5j+/HKuGcg0lhb9XUfEbmEpDuKULIMkRr6J6KOXEvRUtJ0tmti7CpE9OZfiHRVESJmTRj4F5HePoIQfV8nxIfViGjWnoTg1raeJlG37qa6eYvSlR5+dNmvE4FzSkrs0h302xDb90jarDJrGLH/y5ex16LxetZWadSPKmZKZXpq4rpZuzSZirjWGq07JSG8b0WkwI4hgo/v/rpDiUq+hPjOMQi4r7q8CGkbV9pvB7xn+9b6vmzvXWkn4FAaCG223yB+VNiFSJ1+qMX4piTqKR7cZHlP4Ku292jWx/iglBF40/ajZd8uY8w07Y6PVVne9Nh3971QxD01W96Ctvcwl7qRkoYTEdk1egCPVIT0FYhzPgBYEHjY9j5xuIC4t39Y2i9VxMsrifvHQUQkbVW4nZc4ztcREfPzMW5R10mSJMkEIEXLJEmSJEm+8BTh5irgp7WIKUk/Bf4iae1S4w1COLulmWAJYPtjSVsRtdh+TgiBqxBRT+sA/6t8OV4P+IFtS/qklr5cBIIftxjvrMAwd1ZHEsIoZlXgQOAEYEkiSuvxSpu1iQjTthQh7RNgdUIMFREFdoqkad3ckOMCQiA4GMD2TZKeJcSIjYA/l2WPEGLmtIRRjoio1beJaM+PCRHwn8DCLbZXG++8wIO2N6ybf06bXe1T/sYKV4x7bP9O0jZEKu667jK02ZXY94+Bq4rIsnAlVbwnIa6cLmkaInL3NNuvlut2bUY/j7XzcwGwUvm/QhPBcrz21x0kzUWI+9cTgvUVkobb/l2DtiKE6a3oisZt1u9MwPHAM7b/Pg7jmx04FzjS9v8atSkp2N+qW28PIqW4xgYlTRxgj9qYJG0KHNVk8/uUNObqtmpGUxsADzQbUyfHqjvHvkKr98K+xHXUMWNxD4MG5kiSprb9oe3bgbUk/YqoS/l8tZ3tDyrr9CxtDiCE037AzJK+Y/vU0uxl4EfAY8BQIqJ7z0ofnZTDSJIkSSYwKVomSZIkSfKFRtKShDhxvu3La/NtXyVpQeBBSd8m6j4eTriC/5OI/usDzKJw0u4HnOJw1/0WsC0huL1BRDFNS4hyPyeiLecG5nKXi/SilUjAqWldY25nQnzsZP9WIFJgP1C4iNf+LGkBYB7CdfcAIhKUsl/V+paq9LcUsCbh1r0vYTiyGPAS8QV/ayLldAxs3yZprRJpWkv1VCzycEnPEELo14n6dX8kUur3IOr4LVnG9jqRmrwMMIOiruZ0ti9rchh2pctAqEovWkRP2b637A9Ezbxm/JTiIF6lCEgLEddDrfTA6lXBqVwvp9Std48bGPEQUWG32z65TP8amIKoA1od90hF/b0d2tTcG6/9FaHvEsLZ+ZAW7aYlxO6DbV9U5m0O3C3p767UJ5W0GFEy4RFC7G0qUEv6HrATka59RZM2BxE/HkwLfFJSn8+xfU5d0yWIUg5Xt9jeLMS5/1FtXjmWJzdbp9LuCqDhGJtsa24iInYE8H9N2rQ9Vt059nXjbfhekLQzUU+0Pj2/HR3fwyrUR0qfSuzvh5LWIe65cxP3tJeIH0B6UHmPl+jZc4BriDIThxDlKUYAu0r6h8NQaQmixMAChLi7IzBC0sIl+n59SWtUI3w7YYk5puP+wet3Z5UkSZKkBbIzCj5JkiRJki8ukhYBBjpMMRot3wC4kXDkXa9Zu7p1NiSi1V4BriUiOP8haX5g7pLuuQywkcN9WMDfba9S1l8a2N8Vw5u6/md1BzX0JC1MRCdtbftBSacTdeHmJFJnRxJRjkOB7Wvp6ArX4cVLWugSZfxblmVbES69ZxJi4/uV7c0CfNYuCk/S0g5zmp7EsT3f9rl1bZYjBLD1yvhqLsKzESmbZxAiylyEALGT7ZsbbGteQoRboSa4KWpp3lmarFRLQS3L/gCcafvuyrwbgdltL9Vqv+q224cQpd4lygRcZfvNDtd93PZi7VtOXkgaQESFvkc4Qi/eom2faiRqmTeTu+p81ub1BRa1/WAH25e/oF9eFA7fMzQTFUubjo5VN4592/dC7b08FvvT0T2sbrt962YvSdyn/lsibHu5Uh9TUYrhPOBA21eVeYsSYv1JxH3lBeBN4geMmYgU8jUl/RB4mrjvTEeIoa8RJTB6ET9G/aKT67LKwIEDff/993dnlSRJki89kh6wPbDhsi/o536SJEmSJMlkhUav9Tg++52mmhr5eaEIub3rxZXK8p7uMhxp19cYLr+Setge2eH607tFSYBk8qJcO1OWv+ET4n31RUDSAraf7eY64+29MKHueaXvXsCIViK2pFWIqO3/1u6RklYpqeYThL79F3T/HY6bUN0nSZJMMoZOwCjyVqJlj0YzkyRJkiRJkvHLhPry/nkULCFCOJsJlmV5R4JlaTtGSnOngmVp+26nbZMJg6TtSop6s+Vnlf+/BP5KpEjvRjcdziVNIelsSd+U1FPSsZL6S+pW+rOkPpJ2aLF8WUkbSjpQ0kWKuqHN2j4paUjd36uK0hbVdqdJWrEyPUbkcR0/k7RlxztFvBc62LcVJR0paQZJu0q6WNJ8klYof7OVprtLurT096+6/WsYhSlpe0n7N1pWxx5EyQsUpjuNeJmIzvxA0vSSppyQgmWSJEky/smalkmSJEmSJEmSTFRK7cGRldT9D4B3Kst7AX1sf1RmfVTKDQwi6hNORdReXUthmnJdJ9u1/YmknwGbEQEcWwCLE47T1xHlDzbuoKsdgRtaLF+dqP05A1GiYUBJSa7xm0qq82u2B1VXVphI/a8yPSuwMDC1umrjLlV5faDtByT9hqgZa6Ku59wKJ3WAp22PMpsZm30r4utwwlhqPmAFogbnp8DvCDH5PuAM24MlHULUoHzB9pqVfq6pvJ4C6Gf7beAzoLeirMc3S03Y6jHYuWxrCeCbkr4L3EqYkNXa7VT2YTGijuvjRL3ie4kambV23yHq0c5Q/masvP6x7fM7OFZJkiTJBCRFyyRJkiRJkiRJJjb7Es7btYjaGQlBbo0y3YswtDqPEKBWBL4L7AD8hDCtWY0wbrqj042W2pH9bB8j6TjCtOcV4MRaXdcO+piKqOn5YpPlPYBjgWUJN/DXCCFxOPBb4BjCjKsmWk4raUhdN4sQQluNnxI1GmcCLrd9qqRrbG8g6XCiLiOE4LaD7ZdK9Oh3bH8kqR9hUDNO+0bUoP0FUQP4DeBFwqjoVqJG5N+I8zgXsA9wqO2PG0SaqvK6P3CBpN7EdTCCEBz/WbfO+8ADhJnUk8AswK+qNTkL5xHC6S9sH1vmfUSI3BdV2g0DHiKO6+zEdfZb4O/A7N0pMZEkSZJMGFK0TJIkSZIkSZJkomL7CCqO7JI2Bpa2fXh9W0l3AwOIyMgTCWHuRMK45T2gl6RjS78NywqUKE0T4t45kvYlTJQ2AvoBi5aowB7Ao7avbDH8nQmjqmasCBxGGGL1Bb4B3EKYwLwq6WNCmKvxtu01qh2USMva6+UJl/rXCOFznxJhWIu0nI8wgwLYy/ZwSV+lEqlahMutaU/LfbN9jaRlCYOsuwln7o+BD+uavkwc379LWoGI+LwJWAZ4sLr/tp+XdBrwD4r5DhEV+Ubdtj8B/lrEzemJ6MoLSp3KDyvtRkg6lNFd2HsBC0maxfYbpd2fIWpvEqZgGxHH95fAU2W9h5odixqSdgV2Beg57SztmidJkiTdIEXLJEmSJEmSJEkmOkX8+n2ZrI+03M/2PeX1BoQAuALhMH8k8AQRafe47euKSHWwpGZ1UvsA+9j+QxHRhv1/e3ceb9d49n/8883JhBA0hghVQ+hj1gZVVMzUo1RRY401/IxVrbmoubQ1FkHRoqqtWQ2NiHlo8qA6IdpQsxYxhgzX74/r3rKys/fZ5ySRczTf9+t1Xtl7rXvd617rePV5neu5rvsig2q18vRaBl5PMhDabM3zAn2qXazrRcQDwCaSbgbeIEutnynP0ciczeYqPgCOJDMaAc5ukGlZ29vxNknvkaXkz0mqZqH2kzS02R6uHXm2Yhsy+CvghXJsqvdeMhRPknRZCSK+FBEbluzPLSJiYoNnHEZmPE4mS9t/1WCNW5PByD+RHb8HA2eTwdbamJ7AMhHx98qlC5H/3fwQ2K/B81xdadZzbUQ82uIdVJ91WFk7fQYOdpdbM7OZyEFLMzMzMzPrCv2AMRGxW/WgpEvIPSuRtC7wHLm/46FkRtxCZLk1wObKTvMnkhlyHXEAGUS8kczuq2XptQEPRsTR7Vy7F3BJqxtI2pn8W+t5YHfgt+0Mr2UhVi1HKQ+PiD9JGlBZY6NMy3si4qVybBHgemBD4AjgmPa6bHfm2cp9nyeDxk+SJeCfBX7X5JJDJT3AlP05nyAzT++tG/d0uffiZFfw05vM933gK7UM0rLP5Tx1Y/qRJf+1NQuYKyJukvRigzn7kXuqAtCZgKWZmX2yHLQ0MzMzM7Ou0N5+gbVzE4AfAT8qGXtvAz8jA3ULkGXXK3Tyvl8F9omIkDS+VpotaRXgO80uKgGyCRHxZrMxZdyawEFkkHVDMpNvWeAISWsD/wOcVMYuATwWEVvUzXF5k+k/AI6PiF9XMi13pmSHljL4y8nO2nuRWZwDJH0jIi6c0WcjS9TPBtYi9xLtB3yNzLjsS3Z0P6cyZ21cbX/KnwOXlozPSWXcImS5/2ll/HqlvP2kiBhTd/97gXMlXQq8RnYH/3vdmHHlmQdGxMvk72I4QESMbvBMtwI3ShoREWNbPH+7VhzUn1GnbT4jU5iZWYWDlmZmZmZm1hVEZkrWN1JZklKuHREPwsclv5DBzJWAb5El5SM6dUPps8BiEfF0ObRcJcuxH1P2MmxkT+DcDtzmNWAnSnOciHi7NKL5RUQcXzJJa8+zN42zFHuSe3B+vPQy102VY23l2JXl2eYgA5a3kNmpx5B7Tk4C9pb0UEQ8MSPPFhH3SRpSPv9T0gvlXpPJEvFDI+JPZfg5ZEfxr5d1ERFPS7oPuEzSviVj8vUyxwFkx/VdgDmA7zJtKffhZJn9lmSG5/NUOoeXe0TZs/R2SR8CtzF1U6P6Zxoj6fvAb8v4jSpd683MrAs5aGlmZmZmZl2hDbi1SXl4r7qx/cq/vSLiXEqATdKvgas6cc/PALUgn8gy8f9XgmmrAIe1c+2l1YYvzUTEs2X+L5ONeCAbujxVPu8PTChZlhuTTXso1/QBHihfX6lM20ZmWVbNUfd9iXLt+WRH7OeAX5N/831IdsbeaEaeregLzCFpYzKLcWvyvfasBSwlDSSb9TxB7sd5d+X6o8kmTF8HroqICcDODe5zX/2BUuZ+c/lpKiLuB1Zu9SCSjgNOAe4g9x5dGPhAUp+I+LDdixt48sVxfO6IWzt7mZlZtze2i7LI1bHtTczMzMzMzLoXSfNExNudvGY9cl9MyK7k25El6JABvuHl30fIbtKvkJmEVwObkYHIdYDPlm7gKwFDya7mC1KaCpGBwh0iYkIJ4lUby2wM/JFsBhTAF4AFI2K8pB6lkU2jtfcuc17R4hnXITM+X6o0mFknIqYJBHZW6d7dmwyiqlnH9sr4uYBtWq25jN2cLD9/mgxc/z0iDmww7kDgg4iYZg/OUiIv4NyI2E/SUuS+nrtL6llrAiRpW2C1iPi+pN2BHcmsVAFvRsT2rdZbr8/AwTFw17M6e5mZWbf3SQYtJY2OiCGNzjnT0szMzMzMPpU6G7AsjiZLkSEDe8uQmZCQgbJ3yb0g7yEbtNwAfJvM0BSwGrB5CViKDGreD/wb2ITcG/JyyABaGdMDeCEidpZ0Cxkc+zAi1i3jHqZ0Mm8WsCx2IzMCp1HuczYZAH0N2D4iPpI0P1lGPaBu/JiIWLp8vhx4OSKOrHUjL6XsH19bAqrfBhaPiGMkXUvuLzqynfVClso3XHO59xxkAx6ARcrY88r3VyrjPg44knudTmxy7jKydBxJfyGzVF+RNBJ4E/h62SbgSDL4TERcVq4zM7NuxEFLMzMzMzObnUwgm+N8BViUzKIcRmYOzglsRWY/DgTmBYYAfSLiTUnjgDkj4g9lrlXJBjIfkVmbiwB9Je0D/IfMSDwAmCq4WpoKTZZ0TDk0qFWH75KxOCAinm8yZAPgcxGxtqQfAtuSpfMbkdmhXwHubOcWe0k6oe5Y/bWXAw9LurqsZeQMrhkyyHo6pWwf+DOZufq/wHXAz0vw9HpJE8jy9LXK/LuRwctekr5JNgo6HPhGOb5qGf9QeY5by/6iy5Cdzy+UdEFt71QzM+teHLQ0MzMzM7PZSkScVMrEtyT3XXweWB84NiIml47WPctPH6B3CdQtAvQoWXtnRMStwMal2/VPgAvJvSY3BE6pNBJaGNigNP2p7bUoYFT5vFMHlr0ncGk754cyJevxXKbsC7opuc/lprQftPxzg3VMdW0pdR9GdtzecyasGTKIvBRQX479OeBagIh4A6hlpe5PvrsewEUR8XHZvaSFgCvIQHQPMmD5PhmI7kE2JvpuRAwvv///Af4iaRSZYdtGNlB6G7g/Io5o9YCS9iYbKtE2zwKthpuZWSc4aGlmZmZmZrMTSToYOBF4jAyW/R34PPCNcm4EcCDZNOcR4JfAs2TW5VZkBuXzkgYDJwArkA11vkAGvi4ADpM0L7APWWZ+V6U8HDKg1rd87tFiwfOS2Z6vtjNsAWCspF3Kuq8ky6zXBNYG7mrxXs4Hvg/8vnKs0bV3kQHa+q7v07NmyKzWx8qcVd8ig4/VOT9D7kFaC1TuJ+m2iHgLICJeLd3JFycDoT8n9xkdQe5ZeVpEvCZpAeBi4LcRMY78vSJpUeCsiNimxZqnLD5iGJmpS5+Bg90wwsxsJnLQ0szMzMzMZidtZJDyIXIfw/3IDMmvle//B3wJOJbM9hsMPBERB+e2kQAcR2bmiQx+zgvsTpYkjwB+GhFLlCYw/yAb/2ws6X5gudIsZjLwQpnvoxZr3guYpulMnXHA3BFxiaTXgSGlSdAA4LfA5yQtFhH/anL9K+W9DAVGtnPtYcBNwL5MG2js7JphStZk/d+mPagEc0tn9SvJ38tywHiyI/r1kraNiH+XjubrAHOTGZPbkNmxOwAvAldJupIMFl9I3T6fZmbWvThoaWZmZmZms5O5IuIOSfsCY8ng41iyScu/IuI/wH1kkPEkch/Hf1YnqHXkJrME/wZQmtT8jCw1R9JDwDURcXbpuH1nybTclwy6/S0iRpWx7zVbrKQFyeY+b7Z4rgfIAOxPmVKCvglZpv4TSSeW7+0FEn9KBm1HNrpW0p3A8mT384fLfpAfzMCaIQO2/YFjmNJcpycZsBxX5lsS+AVwN3Ay2aF9cjk/HPijpK3L+WfI/TA3AP5K7nF5MBmUvSsi7ilzDiGDmmZm1k05aGlmZmZmZrOFkj1YawrzAdlE5/PlX4D+pXT4i8DOZBfqxcmMyCPJQNo0JcCStgf6RcTj5dASpRnPh+X7S2TJNhFxoaSLgN+Ua9cA5mtn2XuSe1S2chOwaQmWvk8G8DYhMyMhM0D3p52gZUQ8Jume8rXRtUPI8ukPSvfwfYCzZmDNRMTjko4kS9k3jYgXJF0HjIyIG8uwycDZEVF7Z/sD4yPi0vL9V2SwcgiZKdqL3Kv0h+T+oluQQc8/S1owIl4jMzzrtXVkzc2sOKg/o07bfEamMDOzCgctzczMzMxsdrEY8DuAiNgRQNJlwCAyMHYB2e37j8Bj1f0YS3DxMjJzr3ZsbuAOcn/H3SrHTyc7b29T7jWJKVmDc5PlyTeU4esAP2pnzZdGxLutHqx0H9+v7vBJlfN3k4HM2velK593q3we2mDuqa4tx06e0TUDSDqU3Ddzo4h4uRzeCbhSUltE/DQixpLZsDVt5L6itbU8VT4+Kull4GaybH8f8m/eZYFTgHuA7wB/IBss9amsYxHgFnIfTDMz6waU/7fNzMzMzMzMOktSn4j4sO5Y74hotU/lbE3SgLIPZc+ImNjg/NrAaxHxdCm9/13pIt7Z+whoi4iJkhR1fwBL6gEQEZMbTtAJfQYOjoG7njWj05iZdTtjP8EsckmjI2JIo3PtdqkzMzMzMzOz5uoDluWYA5btkLQ5JdO0GrCslKZDdjJfRNIgsjT97RZz/k7SsuWzJNUySQcB90kaCdwt6X5Jb0saWY7dA2wmaWDtWPnpLemJyve3JfVteHMzM/tEuDzczMzMzMzMZglJc5HNdO4q+2LuAWwREb8imyIhaSFgkYgYKekIslHP7aV7u4DzI+I6Sb3JsvUPgBWAn0t6DXiU3Cf0+xHxArBm5f6HAbdGxKl16xoEvFCaJd0CTAI+rJXLS3qYKXuUmpnZLOCgpZmZmZmZmX3iJPUEfgmcFhHXSNqObIK0CvArpjQ5OgB4q+z/uRVwBdmYZ2Qp966VdH8ErFXmvgY4AtgaGBQR321w/8WB44D1JC0eEc9VTk+qjo2ISZImSzqmHBpUX1puZmafLJeHm5mZmZmZ2aywHdAP2E3Sb4FvAQcD1RLxhYHty9eDyOZH1T0ve5WA4qqSRki6pWRGLg6MLtcuK+lOSbtW5p0HuIpsstQD+KWkLevWt4Gk4cAatcuAUeWnYWMhSXtLGiVp1KT3x3X2fZiZWTucaWlmZmZmZmafuIi4WtIEYK6IuFzS3SUAWR22O3AssBfwYzJgeQRwlqS3gAlkp/HHgPUlzUGWf58BnAncVub5W22/UUkLkF3jTwY2JzvFbw2MkDQhIn5frrmrUh4O2eW9to9lw4SfiBgGDINsxDOdr8bMzBpw0NLMzMzMzMxmlQCQ9EWmBASrTgM+A+wVEePLWIBDImJkbVApE18LOAyYB7ignBpCBj6/BTwr6fPANcChETGiNAGidC7fChguqda1dmNJ9wPLSWojg5svlHNurmRmNos5aGlmZmZmZmaz2n7AueXzHLWDERF1mZc1tUzLXsC+5Zo9yP0uz2FKSTnAEkzZo/IZYMu6/Str9/qHpFUi4m1JiwF3lkzLfYHlyGzNUQCS3mv1QCsO6s+o0zZvNczMzDrIQUszMzMzMzObVQLoHxF7SVpS0gURUdtDsq38q/JTNVWmZfFoyZK8MSIOqB2UdPnHN4uYBFQDlj2qc0fE2+XjS8D+5diFki4CflPmW4PsRm5mZrOQg5ZmZmZmZmYdIKlPbZ/EJucHRsTLs3JNDdZwJnBU6aw9M+ddOiLGzISpRgF7Sfo6uT/l2WX+a4FaALEX0LtyTU+a/+3aB9iylIHXLA/8qMzbC+gbEe9Uxk81l6S5y/lxte9k6foNZcg6tfna8+SL4/jcEbe2GmZm9qkztouyyN093MzMzMzMZhuSNpD04/J5jKSRkv4j6V5JYyWtXTf+mcrXf7SY/seStpiONfWudrpuMfZoSQe0M2QUJStQ0mKSXpE0XNJ7kpYqx5smr7Rz7iRJX+vIGuvmm+rZIuK5iNgsIoZGxEbA2pKWBLaPiG+WYTdHxDqVa44HNpP02bq5HyYDn7dHxIa1H+A4sjkPZOOdkytz7RkRD1XmGASMlDRvZcw7EbFrRET5fmZEXNrZZzczsxnjTEszMzMzM5udTCYDXQDPRcQGpVv0NmSX6g9Lk5deJVvx/cq1tW7UvYEJZf/F64EFyvn+wNKSDi/f/x0RW3VgTbsBt3dw/R+SHbWnImkR4F6yccy+ZQ/G3YGRwK7AoxHxbBl+fslMDGBeYH6mBGSfK+OR9Djw73K8L3CIpIPK9yWBZSJimrV08tluKec3BsaWY283GHcTcIKksWTm40RgMPBDYC5J34+IH0m6GhgI9JS0PLAR8K6kPwL9gMMj4qbapBHxoqTTgGWAR1s8i5mZzUIOWpqZmZmZ2WxB0veBnYH5JT1F6WRdJ8hMxZslTQCWkjSynBtYPvcCtgJeBwZFxOqVe8wJfDEi7pP05w6saS5gQEQ8P90PliYCoyJi+zLvPWSAFmB1YERtYETsU7n/UGDTiDiiwZyjyIY5k8vekEjqQVbsnd9qQa2erbyrR4GvAouVdzsGWEnScOBzwAHAcOCJiNi97vrhEbFp3bT9yUDlomWNLwK/ApYGbouIB8u1d5CB2KjMNz/QJyKWbfVsZmb2yXPQ0szMzMzMZgslE+9RMkh3maRDS3BsZeD3ZJDsloh4A1gLMtswIoaWz2Nqn8t3AYfW3aY/cBSwGVma3MqeQNPSY0nbkRmgtT0qBwKTJO1WvvcFTgTuAYaW54GpA7LrArfVzXtORBxEHUlttQBlaZbzbWBbSbUAaA/gqmrgc3qfDRgC/AC4GvgTcE1EHFGCkRtKOobMLP0CcIWkw8gmOmcD/wJWLoHOZYF1I+Lp8rmW2fk74GJyb8rxEXFs7cYRsUndc68JXABs24Hnql63N7A3QNs8C7QYbWZmneGgpZmZmZmZzRYkrQBsDawhaR3g1RIcq5aH18q/J0bE5CbztJHBuzWA0yRVS6R7AZ8vwbQ+kjaNiHFN5pmXzOx7tdmaI+Ja4NrKNYcB70bEhXVzDQBG1mVa1owlA5d3Vo4NrXzeUdKXyIDgcDIIiqSeEXExGfirX3tPYFJt38fpfLZ7JW0CrMK03cIrw+JRSV8mA7YLkiXv1wMnAWcCBwIflQDvYxGxbVnDSsCFwBNkCfk5wNmVMvnaWocCpwKbdbaRUkQMA4YB9Bk4uOG7MDOz6eOgpZmZmZmZzS4WAJ4B3i/l24uX4OKKZEDvs+Xfk4B1Snbh0pLuL9cPKp97klmBZ0naEdgiIs6Hj4OHl0fE/3ZgPXsBl8zE51u/Usr+ZO1gRFwp6SJJG0TEXeVwNSB7dX15eCmVvq4SkF0IaANeKt97AbsAzcraO/RsETFJ0snAecD2koYAq1bKw2vvfgFy38vHyS7fLwDjy7/vlTGvAT+tvINeZHB56fJ9O+DNuufcnMyM3SIi/o2ZmXUbDlqamZmZmdlsISLulhTAoHLoqxHxTCXTcgAwrrLv4RrA9yJim/J9TESsXTftv8jMzTci4lcdXYukBclmPm+2HNxxI8hA4rWUbMmKR4C1gbvqL2qklMgPlbQqsBgwJ9nI5h/A2xExqtm1nXk2SWsBT5MNfy6IiNMr5eG7AO+WoXsAD5TPW5Il48sCZ5V/iYiRkhYlGyBtU3ef4RHxWt2xb5ONgjaPiLdardXMzGYtBy3NzMzMzGy2IKkfGewKgIh4pnYKUES8UBk7P3AO2QiGyriplA7ie5ONXyAz+zpiT+DcDq67N1mKPanueBvQIyImAPMAS5Q5x5H7OG6Tw3Q0sCpwcLmmYdl75V61zuhbAEeSgdA1ypDngUskjQBOrl9TZ55NUh9yf8r/jYhXgIfLqR4AEfHLMm5eYAvgaLLM/YKIOFPSfRExVFKnslVLafvlwFzk73QjSX+oBi4lqVnpezMrDurPqNM6so2pmZl1hIOWZmZmZmY2O1mZaQNqfcrPB/BxcPNGMij3x3JMZJBrGhExHhgj6VCyKUt7zWdqLo2Id1sPA+AEYINKMxxKI54eZFblmWT38EeAUyPiZUkDyb/3+kTEyZXrtgUOAt6qlFFT+dwH2EnS62RX702BFciGOftHxBhJGwH70Lj7emeebUWy8dErdcc/U/f9K2Tn70nld1Mzl6TVyIBxrbS7D7Bu9dmKlSX1iYgPyWZJo0p5/0LAd4DDS6AaMgB8INl13MzMuog6+f88MjMzMzOz2VBpyjKxybkeZNJhu39c1LL8OpvB9mkhqUez5j2fZpL6AnNHxOtdvZaZTdJ8tTJ2SYtHxHPTO1efgYNj4K5nzbS1mZl1V2NnYla5pNERMaTROWdampmZmZlZR1wpaQEyu+7LwIOVcz2BQ4DHJe0JHAa8WM71JRumQDZy+QbwRnViSTcCu7XaA1HS9sDKEXFkZxZeSp53iIgrOnNdJ+8xgNwz8oZP6h5dpWSSjm85sIHae4mIG5qcPxQ4v2RAImltYJOIOLZu3D3kfz+N3BURx0nqRWbSLkZmhw6MiP/XztoGAldI2pTcz/QySRs3C86bmdms1dH9VszMzMzMbDYWEdtHxAbAfsDdEbFh5WdoRDxehk4Czq6dIzs4b1S+r1cavCCpVym5hixxXqF2rxJ8ovJ9dPn4YflB0hySFu7g8ncD7m50QtLlktaW1E/S45JW7OCc9fYC7pL0nKS5ytwHSTq+fF5Y0hHtTdBZDUqgG41ZRdI/OzBuqKTP1R3bV9J+079CIN/L8HbO9wOulrSQpNXJ4GijfTLniIi1SyOkvwM7l8/bk3t5QgbUayXtAk6Q9AVJZ1V+epVnuxr4NVkKPopsUDQP+Tv83gw+s5mZzQTOtDQzMzMzs874DnBZq0GSzgS+BMwL3F2arvwmIn5ShpwB/E/p5l27BjLY9BKwe2W6WrJFf3K/wpvIjLoTgJ+3WMdcwICIeL7Fki8AzouIJ1s9W4N7LEp2HX+nBBLXBX4PbACcClD2bTyts3PPBJsAi0paJiKebmfcUGAkMLZybDww3SXhlffSdH/LiPihpMXJwOPWZAC7n6RvAotGxI/L0PbK7mvnguya/g0yGPofYD3gn2SA8trK2P3JpkyTyIZF/wRGk9mc93buSc3M7JPgoKWZmZmZmXWIpJXJzLkVJFW7av8+In5UN3xe4BfAa+X7qmQmGwARcYik9SLi4wzI0tX5uFppcAk4bgwMKt2q24B/kKXoR5LBzVb2pHVjnN2AuSLiknLfhcju0v2BmyPiVElXABdGxEOSLgMuiohat+vdySAswB3AhpLuAFYCao18PgccHxG7le8LkoG0XsBfImIfSZeXMWNLhuZI4GngajKYe39EHN2BZ67aBDifzD58uqzjZOAjgIjYvTzPesBWkv4SETuVa68HJtQmarTmFveuvpdpSDoBWBj4PrA4sBrZnGch8r+b1Tr1pLAl2QhpGeA9YCfgAWBsRLwi6aNKt3ORwfD6rM5O/Y1cOsfvDdA2zwKdXK6ZmbXHQUszMzMzM2tJ0rzAVcD/RcRXKsdXIbPWanqSgS6Re1fWujq/DcxdN+2RkiZExP3l+2rA5yvnP1u+vxQR60vaClglIsaV/TXbzQIsa+4TEa+2eLz1gPcqjXSOBH4dEZdLekTSMDIAu2MpVV+uFrCUtBTwQtn3EeBOMgi3GvBoJUhWbx3gyYg4SNK2pZlRI4OAY4DHyX1EOxy0LJ22PwNcApwOnFNObQFsXHuGErg8HhgZESNr10fEuFZrbtZ4qMF7aeQEcruBpYAfAWOAi8nfx2+BpStjl5BU++9kabIb+IdAb+CvZb3XSboBeAy4j+wA35/MuqyubR3gWOD9cqhfWcM65fvhkrapbWXQnogYBgyDbMTTaryZmXWc97Q0MzMzM7N2SVqGLJk9tsmQamBuYTJY+QywLxmEugjYDPhX3XWnA9V9Hr9GZjgCEBF/i4hTmdIEpgfQQ9IuwJrAsy2WvhcZsGtlf+AJMjMPYFlgv1LqPRewCLkn5prA5sBNlWt3AX5ZWfO/ySzGncisy2ZuA9ok/QFYqUHwb47y70TyHV3CtEHfVtYng5bnAWuWEn2AOytZop3Ras1VU72XRsr1N5EZtAcAL5AZkj2BDYFqsPmflT0tbwG2LZ+3rpv2SOBl4G/AD8mgb/197yN/j1+PiK2AP5EZvluV7xt3JGBpZmafLGdampmZmZlZK4uRJdl3A4e3GLsy8BsyEPQYuVfheHK/wV9XB0bEXaU5ylJk2ff6NA+MQpYl9ySzNrcBlpL0eqP9Kksp84RWHcmLd4HjgVslXQM8BdwYEXdL2hl4IyIml2DdmWQmIJJWAJ5q0G36DvI9LUFzawK/jIiHJT1QSsM/AuaW1AZsRAYJDyX3xXyCfKedsQlwUMlA/CWZSTimPG+9D4A5y3MpIhplDU6z5oiYJnDczntpZL+yptqz1QKrH5Ad63tHxEcdmAdJ3yA7uF9KBps3Jd/jCeX3uGpl+K3AhLKn6rrANyU9Vs49DzTtOt7MioP6M+q0zTt7mZmZNeGgpZmZmZmZtSsi7gIoJczL1XWt7kc2MKmVIy9LZstdTWYwLlXGvQNcL2lrSgfwkml3YpljY7I8eWK5jyql1f0kzR8Rv6YS+Cxl26PJTM56ewLnduIZn5V0L5mdeRpwqaSTyAYt15RhvwG+VAmSfhM4rsF0dwBbRcSL7dzyWeAXpZv1K8Bz5T5nk0G8MWXcLcCFZCn8+5IGtZi3aiOmBIFHkEG885qM/R3wc0k/AHau3L/Vmhtp9l6mUsr3tyYD3SsAvSLiAXIfSiSdSAazLwOWaac8/G/l+Fgyw3MoZHl7CQCfUUr9h0vqGRETI2JjZeenfYGHySzWseS+pS7zNjPrBuT/PTYzMzMzs44owar7IuJLlWOrAAdGxJ6Svko2n3kCeJEMRl4J7BwRD0paH3iEzFQ8iuYdoQVcHhEXl3scCOzAtNtb/RvYIyJeqzuOpAUbHZ8eJbi1Prnv4tERcfvMvsesVrq7H9XRLMZOzLs08HZH3oukQ4D5IuI4SQPI4OF/yKxcyP0o1ytNdJ6IiJUbzDGA7Pq+feXYDsA8EXFRaeakiHhXUt+IGC9pPjJYuTFwXUScW67bj2we9BBwaun43mF9Bg6Ogbue1ZlLzMw+9cbOYIa5pNERMaThOQctzczMzMysoyT1b9Cg5VNDUl+yyct2EfF+OXYBcFZEPNXkmgOB8bUgat259ch9E6+KiJA0N9mdexjwdC0oKOnbwG0R8UL5fhjZ1Ka9fS/r79Ub2CEirujA2KOBcRHRMLNS0vbA3RHxqqTFyC7nfyZLwFcqmac9m5V4NztXyuuvjoibGlzW8Jki4qP2nq1kS/aIiAnTzvBxMH1yLTO3lMKfGhF/rYw5nuy+PrwEof+3PP+7dXPNSWZq3tbZjEsHLc1sdvRJBi1dHm5mZmZmZh32KQ9Y9gcWJBvELCzp62SDoGWBFSWNBw6PiNF1l04oP43sRJYz/0XSecAXyEzS5ckmOpuUcaOBGyRtTu5duRlwjqRlgWdaNLWp2Q24vSPPSpbgNwoqLkI2VXoB2FfSe2R24UhgV7LjeW2fyvMlfZ7MfJwXmJ8s14YsDd+1zPk4U7rE9wUOkXRQ+b4ksEyz4Gcl07O9Z/sqcKyk2tjlyPL12vfeZAOeuyrP/j5Tm1h+KMHIm5us533g903WYWZms5CDlmZmZmZmNrtYhCzzXh34IjAPuYflYWSDnd3IkmQknRsRBzaaRNIpwDHAAGBH4CRgRTLo1htYFLgP2ELS2sDjZJBtHbIp0YXAASXDcBNyD8n2GhBRypwHNGo61EkTgVG1cmpJ9zClTH91cu9LACJin8r9hwKbRkS123vNKLKhTjXbsQdZzn9+qwW1eraIuJlKkFHSLcC+tazVyvG1yf1IlweWl/Q7ch/PiWTw9BuShkXEBa3WZGZmXc9BSzMzMzMzmy1ExN8kPU8GGr9DBhuvIbujDwEWJjMOoXQIb2LziDhK0q7APcDiZMDzHbJUfAkyEDg2Iu6XtBrwC7Lp0JLAGsBhkiaQgb31Jd0dESOmvdXH9iS7YjckaTvgCKZkHw4EJknarXzvW+5/DzBU0vDaa6lMsy7Zsbw67zkRcRB1JLXVApQRsVcpf99WUi0A2oMsmd+n/trOPlszkuardocv73oT4GXguxHxIBmMRtIxZHn4yFJuTqXR0zTPlqdbZ79K2hvYG6BtngU6+whmZtYOBy3NzMzMzGy2UJq2/IbMsDwZmARsz9SZljUNy5mLWqDvTGAuslR6KeB0ci/LXuS+ma8CRMQfJX2F7JJ9N3AtMKYWFJM0qL37lS7bfSLi1aYLiri2zFu75jDg3Yi4sG6uAWSX9mqmZc1YMnB5Z+XY0MrnHSV9iWyUNJwMgtb2t7wYaLTnZ09gUrP9ITvybE0sANwhaY+IeKRyfF/y93q5pG8B3wUOrrv2KODISrl5vd7lmmmep15EDCN/5/QZONgNI8zMZiIHLc3MzMzMbHaxNnAKGZC6kizLrs+0vKfp1XVK4x2ALcuhF8o8A8ku6uOAR8vY1yUtSXZPfxp4qlzbBnwQEV9u51Z7AZd0dF0dsL6kkeXzk7WDEXGlpIskbRARtf0hq9mGV9eXh0uaH7hOUi3ouhD5TC+V772AXYBmZe3T+2yvA1sDN0raMyIekPQ54FvATcCtZKn/XcBUXSIi4kRKwNXMzLovBy3NzMzMzGy2EBE3AEg6uAS5diMzLb8HnEGWjasMV6M5mriHDJQdDPyA3OtyHrI8+7qIeEnSWmRZ+C+A0RExtKxlXuCGZhNLWhCYUC2DnglGkIHEa5k2ePcIGdy9q/6iRiLiDbLcfFUy+Dsn0I9s2PN2RIxqdu2MPltEPCVpa2AtshnSFuTzbEo2FBorSSW4fMz03MPMzLqOg5ZmZmZmZja7Ohb4Dxmg7BERp1TOLV7JRlwEmFzZH3Kpyrge5D6Sr5EdwXcA9gB+VoJmvUtTmjOYUn7+RUm1YF4bmZHZzJ7AuR15GEm9yVLsSXXH28rzTSCDqUuUOceRAdNtcpiOBlYFDi7XNN3TsdxrQgkIbkF2796FDMxCZlZeImkEcHKT/SM7/GzNRMRfgb+Wz+eWtW1G/l5qncIhA6kd6dA+3VYc1J9Rp23eeqCZmXWIg5ZmZmZmZja7mQAQEa/Ax/su9q4OiIh5m10s6c+SepUgYD9yT8wfAP8k91RcmQzYzUE2+3kGeCoinpY0N9NmWt427V0+dmlEvNvB5zoB2KDSDIcSaO1BZlWeSe6d+QhwakS8LGkg+Xdhn4g4uXLdtsBBwFuV4C2Vz32AnSS9DnyVzG5cobyH/SNijKSNgH2YutnP9D4bks4k96PsQ5adN9OH3Gu0dt0x5F6dP2oy79IRMaaj6zAzs1lDTfZDNjMzMzMzsw6olSB/gvP3JRv7bBcR75djFwBnRcRTTa45EBhfGuTUn1uP7HJ+VcmUnJtsTDQMeDoiPirjvg3cFhEvlO+HAU9GxB3trHPuiHi9cqw3sENEXNGB5zwaGBcR5zU5vz1wd0S8Kmkx4I/An4E1gZUi4tnSFKhhU6Nm5yRdQ+7XeVOrNbanz8DBMXDXs2ZkCjOzT52xM5hhLml0RAxpdM6ZlmZmZmZmZjPgEw5Y9gcWBH4JLCzp62QZ+rLAipLGA4dHxOi6SyeUn0Z2IveA/Iuk84AvAOsBy5OZmJuUcaOBGyRtTpbAbwacI2lZ4Jla9/OaiBgPjK+7127A7R183A9p0EVd0iLAvWSjo30lvQfsDowEdiX3r3y2DD9f0ufJ7M55gfnJ/TUhu7zvWuZ8HPh3Od4XOETSQeX7ksAyzYKfZmY2azhoaWZmZmZm1n0tAqwPrA58kdyTci+yJP1MMijYH0DSuRFxYKNJJJ0CHEM2CdqRLFtfkQwo9gYWBe4DtpC0NvA4MAZYhwxEXggcEBEfSdqE7Lx+bHsLlzQXMCAimnUO76iJwKiI2L7Mew9T9qdcnWwsBEBE7FO5/1Bg0/qO58UoYD9gcm2/zbL3aA/g/Blcr5mZzQQOWpqZmZmZmXVTEfE3Sc+TgcbvkMHGa8hO3UOAhcmMQ8hsyWY2j4ijJO1KdjtfnAx4vkOWii9BBgLHRsT9klYjO52fSGYergEcJmkCGdhbX9LdETFi2lt9bE/g0mYnJW0HHEFmcQIMJDuu71a+9y33v4fsUD689loq06xL3Z6gks6JiIOoI6mtFqCMiL1K+fu2lT1Ae5Al8/vUX2tmZrOeg5ZmZmZmZmbdlKQBwG/IDMuTgUnA9kydaVnTXjlzLdB3Jtmk5jmyC/rp5F6Wvch9M18FiIg/SvoK2VTobrKRz5haSbikQe3drzQY6hMRrzZdUMS1Zd7aNYcB70bEhXVzDQBG1mVa1owlA5d3Vo4NrXzeUdKXyA7xw8kgaG1/y4uBRnt+9iS7sLcs+5e0N7A3QNs8C7QabmZmneCgpZmZmZmZWfe1NnAKcDBwJVmWXZ9peU/Tq+uUxjsAW5ZDL5R5BgIrAeOAR8vY1yUtSXYbfxp4qlzbBnwQEV9u51Z7AZd0dF0dsH6lc/mTtYMRcaWkiyRtEBF3lcPVvTavri8PlzQ/cJ2kWtB1IfKZXirfewG7AC3L2iNiGBn0pc/Awe5ya2Y2EzloaWZmZmZm1k1FxA0Akg6OiAdK6fT2wPeAM8iycZXhajRHE/cAN5HB0B+Qe13OQ5ZnXxcRL0laiywL/wUwOiKGlrXMC9zQbGJJCwITIuLNTqynlRFkIPFaSrZkxSNkcPeu+osaiYg3yHLzVcng75xAP7Jhz9sRMWpmLdrMzKafg5ZmZmZmZmafHscC/yEDlD0i4pTKucUr2YiLAJMr+0MuVRnXg9xH8jWyI/gOwB7AzyJirKTepSnNGUwpP/+ipFowr43MyGxmT+DcjjyMpN5kKfakuuNt5fkmkMHUJcqc48iA6TY5TEcDqwIHl2um6mje4F4TSrbpFsCRZCB0jTLkeeASSSOAk+vX1MqKg/oz6rTNO3OJmZm1w0FLMzMzMzOz7m8CQES8Ah/vu9i7OiAi5m12saQ/S+pVgoD9yD0xfwD8E9iX3LvyEklzkM1+ngGeioinJc3NtJmWt017l49dGhHvdvC5TgA2qDTDoQRae5BZlWeSe2c+ApwaES9LGkj+LdsnIk6uXLctcBDwViV4S+VzH2AnSa8DXwU2BVYo72H/iBgjaSNgH6Zu9mNmZl1AHdhb2MzMzMzMrFuT1K8aKJO0ELBmrbx6Ouf8KvBQRLwp6bPAwhHx6AzMdyZwVER81HLw9N+jP5lN+H6Lcepgo5kOjeuOVDbgbG/9kvoCc0fE6zN6vz4DB8fAXc+a0WnMzD5Vxs5ghrmk0RExpNG5HjM0s5mZmZmZWRcrwamfS/qepG9JOg04BjhP0mmSzpC0bhl7naS+ktpKuXB7c54MLCxpFbI8eV9Jq5SfhadjqaOA+cr8i0l6RdJwSe9JWqrFtZSy7V1bDNuH0s26PbVAnqQbJc3XztAfSlqxjN1a0sHlc1stKDija5b0nFIPSfOUY8tLuqoyZqCke8v7qv7cW7JDa+OWkrSVpAuAF4GvVc6NltSz/P4vk7QemcF6ZJm/vexRMzObxVwebmZmZmZmn2plj8JvAsuTpb57AKcBnweOJ0uMa3sw3kmWQ98CXC5pJeBP5dx8EbF8+bw58Mcy5+LkXol/AtYj93R8GHilI+uTtAhwL9mpe19J7wG7AyOBXYFHI+LZDky1G3B7O/dRme81SRuTf+99RJaR/yYiLi7jegETS+DyWrJE+r7auVJCjqS/kJ26T5H0H+ALZAfx/YF3gG8CY2ZkzcUb5Xe4CHAxWbo9iVISDxARLwNfaTEPwNHknp9rAF+IiFdKUPY9MgN1IjBR0nHAtmQizzfLO1hZ0u+BjyJiqw7cy8zMPkEOWpqZmZmZ2aeapE2AocBR5dCVwFrAomRX6ZXJjMEHyaDY5BKwW1vSQxGxtqQ5geGVaY8EHgPuJ4Oc75OByx5kwO/MTixxIjAqIrYv672HKQ1jVic7Y7d6xrmAARHxfDvDvgbcHhHflTQU2DQijmgw7gzgfyR9XDZdkiYFvATsXgKgteDsXMAg4JflHu8DB9AiaNvBNUMGVgE+pEkjnfbK1KvnImKPUvK9WglYCjgduKQyfklgzoj4saSzyL0tXwbOq/2OzMys6zloaWZmZmZmn2oRcYektYDBQK+I2ErSQ8B5ZFn31yLiA0mHAweTWY53SFqGbEQD2aH6TQBJ36ocf4vM2pxYf19lt2qadZku54MMxA2VVAuKVoNv69J+U5uaPYFLW4yZv6wV8nleazQoIg6RtF5E3F1Za0/guIg4thzaoKxrVTLTdDAZ1HwFuIvsTv73mbBm6Ni2ZaMkTSB/n6+QzYQmk1mVLwLfkPR58vnnBJaX9DvydzqeqYOh/cks20PJ3++W5ZrlJB1T1vNkRFzfalGS9qaU47fNs0AHHsPMzDrKQUszMzMzM/tvcHJEfFjZZ/FMMtPyp5SAY0ScXkqFPyxjDgZ+XT7PTQawIMuZRwP7kX8zLUyWKwcZuKsFMI8i90Ns1lind7nH9cDIukzLmrFk4PLOZg+m7NbdJyJebWfMcmRp+E7lFQwEeiqbCVGe45CIeLx8P1LShIi4v3xfjSynr3kK+DLwKlkivhWZdfkBWb79DvCHGVlzxTQB4XoR8cUy743AocBGwPiIuLwy5u/AVpKOAL4I/CAi/iLpvLq5HpP0JbL8/C2m/Pdwdfm3J1O2E2i1rmHAMMhGPB25xszMOsZBSzMzMzMz+29wiKT/A9ok/Zjck3IMMIAsbT65OljSFuR+lQeUQ/NSgpYR8VopF4csXd6r7l7/IPeIPBE4sdXCJA0A1pc0shx6snYuIq6UdJGkDSLiriZT7EWlvLmRiPgrWSJfu+eDwBzADk06Y58OHAH8b/n+NeDyynz/IkvqryMzOJcA+pABxqci4vj21tORNZd1zkcGQDtqEE0ySMt8i5O/+7HA+SUTspEDgGeAG4GHgFrn+TbgwYg4uhNrMjOzT4C7h5uZmZmZ2X+Djclg4tsR8V3gZuBs4G3g53Vj+wGHkwG9kPTtMmZ0g3knkntYDq39AAtNx/pGkNmBbzJtoPMRcu/NaUhakGwg82ZHbyTpQOBB4DvApdXu2jUlQLp46bYtYH3gjrp5VgCeJhsGvUg2JroDeK4EB5vdvzNr3oTM4OzIc60IvBUR79Qd71X+7U/uZ3oYGQj9NvBvoC8ZjKz6KvDXshfm+IjYMCI2JN/Zoh1Zj5mZfbKcaWlmZmZmZp9qJbj2PrAdud8iZAbdCDJw+UoZ10ZmVy4FHMiURjL3AqMj4v8q09aCXAGsWtmPEnL/w86Yh8xUPJcsO74B2CaXpKPJfSMPbnLtnuW6lkpw8lhy/8kdI2KCpMHAg5JOJ9/JhwARMZkMnvYjA74jI2KipB5kCfxXyGZEtdL3Bch399ny/QpJ346IZ6Z3zWUfze8BO5VDvZk6sUaVsYsAVzEl63UymUULmRH6V+DPwE+AJ8oz1ta2V5lD5d/PAotFxNPl/HKV328/Wu/V2dCKg/oz6rTNp+dSMzNrwEFLMzMzMzP7tHuH7Ii9PxnAGgn8BVgR+CZwv6TvkWXOV5NByu8Dq5QsvbmAOSX1Bi6OiJPIPS57A72Ax0oWHgCSmu4/2cREMpvy1Ih4WdJA8m+xPhFxcvuXcmlEvNtiTC3L8G6yw/cxJShJRFwsaTRwHBmMWxQ4StI0Xbol3U8GCi+PiIvLfLVzFwIXVvbEnOE1k8Hj28telABvAD8on3uR5ehIWogMQB8REY+W8yOBCyRtQwafz4iIN4DHStfyqf7WlXQp8K/y9TNkRmYtkPlU7fcraRUyU9PMzLqYMhvezMzMzMzsv4OkXhExoavXMatJamvWyfzTTlLPiGjZsGc65+4fER1qvNOeIUOGxKhRo2bGkszMZhuSRkfEkEbnvKelmZmZmZn9V5kdA5YA/60BS4BPKmBZ5p7hgKWZmc18DlqamZmZmZmZmZlZt+KgpZmZmZmZmZmZmXUrDlqamZmZmZmZmZlZt+KgpZmZmZmZmZmZmXUrDlqamZmZmZmZmZlZt+KgpZmZmZmZmZmZmXUrioiuXoOZmZmZmZnZp5qkd4Cnunod3dAA4N9dvYhuyO+lOb+bxv5b38viEbFAoxM9Z/VKzMzMzMzMzP4LPRURQ7p6Ed2NpFF+L9Pye2nO76ax2fG9uDzczMzMzMzMzMzMuhUHLc3MzMzMzMzMzKxbcdDSzMzMzMzMbMYN6+oFdFN+L435vTTnd9PYbPde3IjHzMzMzMzMzMzMuhVnWpqZmZmZmZmZmVm34qClmZmZmZmZmZmZdSsOWpqZmZmZmZnNAEmXSnpQ0jFdvZbuQlJ/SbdJ+oOk6yX17uo1dSeSFpL0WFevo7uR9DNJW3T1OroLSfNJ+r2k+yRd2NXrmdUctDQzMzMzMzObTpK2Btoi4svAIpIGd/WauomdgJ9ExEbAK8CmXbye7uZMYI6uXkR3ImkdYOGIuLmr19KN7AJcGRHrAHNLGtLVC5qVHLQ0MzMzMzMzm35DgWvL5xHA2l23lO4jIn4WEX8oXxcAXuvK9XQnktYH3iODuQZI6gVcDIyVtGVXr6cb+Q+wrKR5gcWA57t2ObOWg5ZmZmZmZmZm028u4MXy+W1goS5cS7cjaU1gvoh4uKvX0h2UMvkfAEd09Vq6mW8BfwV+BKwu6cAuXk93cT8wGDgI+DvwZtcuZ9Zy0NLMzMzMzMxs+r3LlDLffvjv7I9Jmh84F9ijq9fSjRwBnB8Rb3X1QrqZVYFhEfEKcCWwXhevp7s4Bdg3In5IBi137+L1zFL+H1MzMzMzMzOz6TeaKSXhKwNju24p3UfJKLwWODIinuvq9XQjGwL7SxoJrCLpki5eT3cxBliyfB4C+L+ZNCewoqQ2YA0gung9s5QiZqvnNTMzMzMzM5tpJM0D3AfcBWwGfCkixnXtqrqepP3ILLEnyqELIuLXXbikbkfSyIgY2tXr6A4kzQ38nNxeoRewTUS82P5V//0krQ5cBiwOPAR8PSLe7dpVzToOWpqZmZmZmZnNAEnzARsB95byVjMzm0EOWpqZmZmZmZmZmVm34j0tzczMzMzMzMzMrFtx0NLMzMzMzMzMzMy6FQctzczMzMzMzMzMrFtx0NLMzMzMzMzMzMy6FQctzczMzMzMzMzMrFv5/0kHTCpUHzTTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(data['创作者'], data['分数'])    # 绘制横向柱状图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "63f7c473",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>星际牛仔</td>\n",
       "      <td>カウボーイビバップ</td>\n",
       "      <td>9.1</td>\n",
       "      <td>8352</td>\n",
       "      <td>Rank 1</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998年10月23日</td>\n",
       "      <td>渡辺信一郎 / 矢立肇 / 川元利浩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004年1月1日</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002年10月1日</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008年10月2日</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>攻壳机动队</td>\n",
       "      <td>GHOST IN THE SHELL / 攻殻機動隊</td>\n",
       "      <td>8.9</td>\n",
       "      <td>4853</td>\n",
       "      <td>Rank 5</td>\n",
       "      <td>1话</td>\n",
       "      <td>1995年11月18日</td>\n",
       "      <td>押井守 / 士郎正宗 / 沖浦啓之</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>19</td>\n",
       "      <td>曙光Q</td>\n",
       "      <td>トワイライトQ</td>\n",
       "      <td>7.4</td>\n",
       "      <td>182</td>\n",
       "      <td>Rank 1172</td>\n",
       "      <td>2话</td>\n",
       "      <td>1987年2月28日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>20</td>\n",
       "      <td>安倍桥魔法☆商店街</td>\n",
       "      <td>アベノ橋魔法☆商店街</td>\n",
       "      <td>7.4</td>\n",
       "      <td>488</td>\n",
       "      <td>Rank 1173</td>\n",
       "      <td>13话</td>\n",
       "      <td>2002年4月4日</td>\n",
       "      <td>山賀博之 / GAINAX / 平松禎史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>21</td>\n",
       "      <td>装甲骑兵 佩鲁森档案</td>\n",
       "      <td>装甲騎兵ボトムズ ペールゼン・ファイルズ</td>\n",
       "      <td>7.4</td>\n",
       "      <td>118</td>\n",
       "      <td>Rank 1174</td>\n",
       "      <td>12话</td>\n",
       "      <td>2007年10月26日</td>\n",
       "      <td>高橋良輔 / 矢立肇、高橋良輔 / 塩山紀生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>22</td>\n",
       "      <td>Fresh 光之美少女！</td>\n",
       "      <td>フレッシュプリキュア!</td>\n",
       "      <td>7.4</td>\n",
       "      <td>224</td>\n",
       "      <td>Rank 1175</td>\n",
       "      <td>50话</td>\n",
       "      <td>2009年2月1日</td>\n",
       "      <td>志水淳児 / 香川久</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>23</td>\n",
       "      <td>黑猫警长</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1202</td>\n",
       "      <td>Rank 1176</td>\n",
       "      <td>5话</td>\n",
       "      <td>1984</td>\n",
       "      <td>戴铁郎、范马迪、熊南清 / 诸志祥 / 顾建国</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1176 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                         标题                        外文标题   分数  \\\n",
       "0              0                       星际牛仔                   カウボーイビバップ  9.1   \n",
       "1              1       攻壳机动队 S.A.C. 2nd GIG        攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2              2  攻壳机动队 STAND ALONE COMPLEX   攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "3              3      CLANNAD ～AFTER STORY～                      没有外文标题  9.0   \n",
       "4              4                      攻壳机动队  GHOST IN THE SHELL / 攻殻機動隊  8.9   \n",
       "...          ...                        ...                         ...  ...   \n",
       "1171          19                        曙光Q                     トワイライトQ  7.4   \n",
       "1172          20                  安倍桥魔法☆商店街                  アベノ橋魔法☆商店街  7.4   \n",
       "1173          21                 装甲骑兵 佩鲁森档案        装甲騎兵ボトムズ ペールゼン・ファイルズ  7.4   \n",
       "1174          22               Fresh 光之美少女！                 フレッシュプリキュア!  7.4   \n",
       "1175          23                       黑猫警长                      没有外文标题  7.4   \n",
       "\n",
       "       评分人数         排名   集数         首播日期                               创作者  \n",
       "0      8352     Rank 1  26话  1998年10月23日               渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "1      4613     Rank 2  26话    2004年1月1日                      神山健治 / 士郎正宗   \n",
       "2      5635     Rank 3  26话   2002年10月1日                神山健治 / 士郎正宗 / 下村一   \n",
       "3     12827     Rank 4  24话   2008年10月2日   石原立也 / Key/Visual Art's / 池田和美   \n",
       "4      4853     Rank 5   1话  1995年11月18日                押井守 / 士郎正宗 / 沖浦啓之   \n",
       "...     ...        ...  ...          ...                               ...  \n",
       "1171    182  Rank 1172   2话   1987年2月28日                             创作者不明  \n",
       "1172    488  Rank 1173  13话    2002年4月4日             山賀博之 / GAINAX / 平松禎史   \n",
       "1173    118  Rank 1174  12话  2007年10月26日           高橋良輔 / 矢立肇、高橋良輔 / 塩山紀生   \n",
       "1174    224  Rank 1175  50话    2009年2月1日                       志水淳児 / 香川久   \n",
       "1175   1202  Rank 1176   5话         1984          戴铁郎、范马迪、熊南清 / 诸志祥 / 顾建国   \n",
       "\n",
       "[1176 rows x 9 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data=pd.read_csv(\"bangumi_csv/bangumi_1.csv\",encoding=\"gbk\")\n",
    "tot_num=49\n",
    "datas=[]\n",
    "for num in range(1,tot_num+1):\n",
    "    try:\n",
    "        datas.append(pd.read_csv(\"bangumi_csv/bangumi_{}.csv\".format(num),encoding=\"gbk\"))\n",
    "    except:\n",
    "        datas.append(pd.read_csv(\"bangumi_csv/bangumi_{}.csv\".format(num),encoding=\"utf-8\"))\n",
    "# data=datas[0]\n",
    "data= pd.DataFrame()\n",
    "for num in range(tot_num):\n",
    "    data=data.append(datas[num],ignore_index=True)\n",
    "    \n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "301341b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>天元突破 红莲螺岩</td>\n",
       "      <td>天元突破グレンラガン</td>\n",
       "      <td>8.6</td>\n",
       "      <td>6863</td>\n",
       "      <td>Rank 25</td>\n",
       "      <td>27话</td>\n",
       "      <td>2007年4月1日</td>\n",
       "      <td>今石洋之 / GAINAX / 錦織敦史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>命运石之门</td>\n",
       "      <td>STEINS;GATE</td>\n",
       "      <td>8.6</td>\n",
       "      <td>15588</td>\n",
       "      <td>Rank 26</td>\n",
       "      <td>25话</td>\n",
       "      <td>2011年4月6日</td>\n",
       "      <td>佐藤卓哉、浜崎博嗣、小林智樹(第25話) / 5pb./Nitro+ / 坂井久太</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>千与千寻</td>\n",
       "      <td>千と千尋の神隠し</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10834</td>\n",
       "      <td>Rank 27</td>\n",
       "      <td>1话</td>\n",
       "      <td>2001年7月20日</td>\n",
       "      <td>宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>瑞克和莫蒂 第三季</td>\n",
       "      <td>Rick and Morty Season 3</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1569</td>\n",
       "      <td>Rank 28</td>\n",
       "      <td>10话</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>Justin Roiland、Dan Harmon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>水星领航员 第三季</td>\n",
       "      <td>ARIA The ORIGINATION</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1464</td>\n",
       "      <td>Rank 29</td>\n",
       "      <td>14话</td>\n",
       "      <td>2008年1月7日</td>\n",
       "      <td>佐藤順一 / 天野こずえ / 古賀誠</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>大闹天宫</td>\n",
       "      <td>大闹天宫</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2660</td>\n",
       "      <td>Rank 30</td>\n",
       "      <td>1话</td>\n",
       "      <td>1961年</td>\n",
       "      <td>万籁鸣 / 吴承恩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>混沌武士</td>\n",
       "      <td>サムライチャンプルー</td>\n",
       "      <td>8.5</td>\n",
       "      <td>4748</td>\n",
       "      <td>Rank 31</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004年5月19日</td>\n",
       "      <td>渡辺信一郎 / Manglobe / 中澤一登</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>瑞克和莫蒂 第二季</td>\n",
       "      <td>Rick and Morty Season 2</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1579</td>\n",
       "      <td>Rank 32</td>\n",
       "      <td>10话</td>\n",
       "      <td>2015-07-26</td>\n",
       "      <td>Justin Roiland、Dan Harmon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>虫师 续章 第2期</td>\n",
       "      <td>蟲師 続章 第2クール</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2141</td>\n",
       "      <td>Rank 33</td>\n",
       "      <td>10话</td>\n",
       "      <td>2014年10月18日</td>\n",
       "      <td>長濵博史 / 漆原友紀 / 馬越嘉彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>虫师 续章</td>\n",
       "      <td>蟲師 続章</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2617</td>\n",
       "      <td>Rank 34</td>\n",
       "      <td>11话</td>\n",
       "      <td>2014年4月4日</td>\n",
       "      <td>長濵博史 / 漆原友紀 / 馬越嘉彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>瑞克和莫蒂 第一季</td>\n",
       "      <td>Rick and Morty Season 1</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1823</td>\n",
       "      <td>Rank 35</td>\n",
       "      <td>11话</td>\n",
       "      <td>2013-12-02</td>\n",
       "      <td>Justin Roiland、Dan Harmon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>蜂蜜与四叶草II</td>\n",
       "      <td>ハチミツとクローバー II</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2744</td>\n",
       "      <td>Rank 36</td>\n",
       "      <td>12话</td>\n",
       "      <td>2006年6月29日</td>\n",
       "      <td>長井龍雪 / 羽海野チカ / 島村秀一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>赛马娘 Pretty Derby 第二季</td>\n",
       "      <td>ウマ娘 プリティーダービー Season 2</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2310</td>\n",
       "      <td>Rank 37</td>\n",
       "      <td>13话</td>\n",
       "      <td>2021年1月4日</td>\n",
       "      <td>及川啓 / Cygames / 椛島洋介、辻智子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>机动战士高达0080 口袋里的战争</td>\n",
       "      <td>機動戦士ガンダム0080 ポケットの中の戦争</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2151</td>\n",
       "      <td>Rank 38</td>\n",
       "      <td>6话</td>\n",
       "      <td>1989年3月25日</td>\n",
       "      <td>高山文彦 / 矢立肇、富野由悠季 / 美樹本晴彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>蜂蜜与四叶草</td>\n",
       "      <td>ハチミツとクローバー</td>\n",
       "      <td>8.5</td>\n",
       "      <td>3724</td>\n",
       "      <td>Rank 39</td>\n",
       "      <td>24话</td>\n",
       "      <td>2005年4月14日</td>\n",
       "      <td>カサヰケンイチ / 羽海野チカ / 島村秀一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>机动战士Z高达</td>\n",
       "      <td>機動戦士Ζガンダム</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1707</td>\n",
       "      <td>Rank 40</td>\n",
       "      <td>50话</td>\n",
       "      <td>1985年3月2日</td>\n",
       "      <td>矢立肇 / 安彦良和</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>四叠半神话大系</td>\n",
       "      <td>四畳半神話大系</td>\n",
       "      <td>8.5</td>\n",
       "      <td>6098</td>\n",
       "      <td>Rank 41</td>\n",
       "      <td>11话</td>\n",
       "      <td>2010年4月22日</td>\n",
       "      <td>湯浅政明 / 森見登美彦 / 伊東伸高</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>排球少年 乌野高校 VS 白鸟泽学园高校</td>\n",
       "      <td>ハイキュー!! 烏野高校 VS 白鳥沢学園高校</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2525</td>\n",
       "      <td>Rank 42</td>\n",
       "      <td>10话</td>\n",
       "      <td>2016年10月7日</td>\n",
       "      <td>満仲勧 / 古舘春一（集英社「週刊少年ジャンプ」連載）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>天空之城</td>\n",
       "      <td>天空の城ラピュタ</td>\n",
       "      <td>8.5</td>\n",
       "      <td>6397</td>\n",
       "      <td>Rank 43</td>\n",
       "      <td>1话</td>\n",
       "      <td>1986年8月2日</td>\n",
       "      <td>宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>魔法少女小圆</td>\n",
       "      <td>魔法少女まどか☆マギカ</td>\n",
       "      <td>8.5</td>\n",
       "      <td>16042</td>\n",
       "      <td>Rank 44</td>\n",
       "      <td>12话</td>\n",
       "      <td>2011年1月7日</td>\n",
       "      <td>新房昭之 / Magica Quartet / 岸田隆宏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>莉兹与青鸟</td>\n",
       "      <td>リズと青い鳥</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5359</td>\n",
       "      <td>Rank 45</td>\n",
       "      <td>1话</td>\n",
       "      <td>2018年4月21日</td>\n",
       "      <td>山田尚子 / 武田綾乃（宝島社文庫「響け！ユーフォニアム 北宇治高校吹奏楽部、波乱の第二楽...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>红辣椒</td>\n",
       "      <td>パプリカ</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5255</td>\n",
       "      <td>Rank 46</td>\n",
       "      <td>1话</td>\n",
       "      <td>2006年11月25日</td>\n",
       "      <td>今敏 / 筒井康隆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>攻壳机动队2.0</td>\n",
       "      <td>GHOST IN THE SHELL / 攻殻機動隊2.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1843</td>\n",
       "      <td>Rank 47</td>\n",
       "      <td>1话</td>\n",
       "      <td>2008年7月12日</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>海贼王</td>\n",
       "      <td>ONE PIECE</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7167</td>\n",
       "      <td>Rank 48</td>\n",
       "      <td>未知</td>\n",
       "      <td>1999年10月20日</td>\n",
       "      <td>尾田栄一郎（集英社「週刊少年ジャンプ」連載） / 小泉昇（1-425）→久田和也（385-...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                    标题                           外文标题   分数  \\\n",
       "0            0             天元突破 红莲螺岩                     天元突破グレンラガン  8.6   \n",
       "1            1                 命运石之门                    STEINS;GATE  8.6   \n",
       "2            2                  千与千寻                       千と千尋の神隠し  8.6   \n",
       "3            3             瑞克和莫蒂 第三季        Rick and Morty Season 3  8.6   \n",
       "4            4             水星领航员 第三季           ARIA The ORIGINATION  8.6   \n",
       "5            5                  大闹天宫                           大闹天宫  8.6   \n",
       "6            6                  混沌武士                     サムライチャンプルー  8.5   \n",
       "7            7             瑞克和莫蒂 第二季        Rick and Morty Season 2  8.6   \n",
       "8            8             虫师 续章 第2期                    蟲師 続章 第2クール  8.5   \n",
       "9            9                 虫师 续章                          蟲師 続章  8.5   \n",
       "10          10             瑞克和莫蒂 第一季        Rick and Morty Season 1  8.5   \n",
       "11          11              蜂蜜与四叶草II                  ハチミツとクローバー II  8.5   \n",
       "12          12  赛马娘 Pretty Derby 第二季         ウマ娘 プリティーダービー Season 2  8.5   \n",
       "13          13     机动战士高达0080 口袋里的战争         機動戦士ガンダム0080 ポケットの中の戦争  8.5   \n",
       "14          14                蜂蜜与四叶草                     ハチミツとクローバー  8.5   \n",
       "15          15               机动战士Z高达                      機動戦士Ζガンダム  8.5   \n",
       "16          16               四叠半神话大系                        四畳半神話大系  8.5   \n",
       "17          17  排球少年 乌野高校 VS 白鸟泽学园高校        ハイキュー!! 烏野高校 VS 白鳥沢学園高校  8.5   \n",
       "18          18                  天空之城                       天空の城ラピュタ  8.5   \n",
       "19          19                魔法少女小圆                    魔法少女まどか☆マギカ  8.5   \n",
       "20          20                 莉兹与青鸟                         リズと青い鳥  8.4   \n",
       "21          21                   红辣椒                           パプリカ  8.4   \n",
       "22          22              攻壳机动队2.0  GHOST IN THE SHELL / 攻殻機動隊2.0  8.5   \n",
       "23          23                   海贼王                      ONE PIECE  8.4   \n",
       "\n",
       "     评分人数       排名   集数         首播日期  \\\n",
       "0    6863  Rank 25  27话    2007年4月1日   \n",
       "1   15588  Rank 26  25话    2011年4月6日   \n",
       "2   10834  Rank 27   1话   2001年7月20日   \n",
       "3    1569  Rank 28  10话   2017-04-01   \n",
       "4    1464  Rank 29  14话    2008年1月7日   \n",
       "5    2660  Rank 30   1话        1961年   \n",
       "6    4748  Rank 31  26话   2004年5月19日   \n",
       "7    1579  Rank 32  10话   2015-07-26   \n",
       "8    2141  Rank 33  10话  2014年10月18日   \n",
       "9    2617  Rank 34  11话    2014年4月4日   \n",
       "10   1823  Rank 35  11话   2013-12-02   \n",
       "11   2744  Rank 36  12话   2006年6月29日   \n",
       "12   2310  Rank 37  13话    2021年1月4日   \n",
       "13   2151  Rank 38   6话   1989年3月25日   \n",
       "14   3724  Rank 39  24话   2005年4月14日   \n",
       "15   1707  Rank 40  50话    1985年3月2日   \n",
       "16   6098  Rank 41  11话   2010年4月22日   \n",
       "17   2525  Rank 42  10话   2016年10月7日   \n",
       "18   6397  Rank 43   1话    1986年8月2日   \n",
       "19  16042  Rank 44  12话    2011年1月7日   \n",
       "20   5359  Rank 45   1话   2018年4月21日   \n",
       "21   5255  Rank 46   1话  2006年11月25日   \n",
       "22   1843  Rank 47   1话   2008年7月12日   \n",
       "23   7167  Rank 48   未知  1999年10月20日   \n",
       "\n",
       "                                                  创作者  \n",
       "0                               今石洋之 / GAINAX / 錦織敦史   \n",
       "1          佐藤卓哉、浜崎博嗣、小林智樹(第25話) / 5pb./Nitro+ / 坂井久太   \n",
       "2                                                宮崎駿   \n",
       "3                          Justin Roiland、Dan Harmon   \n",
       "4                                 佐藤順一 / 天野こずえ / 古賀誠   \n",
       "5                                          万籁鸣 / 吴承恩   \n",
       "6                            渡辺信一郎 / Manglobe / 中澤一登   \n",
       "7                          Justin Roiland、Dan Harmon   \n",
       "8                                 長濵博史 / 漆原友紀 / 馬越嘉彦   \n",
       "9                                 長濵博史 / 漆原友紀 / 馬越嘉彦   \n",
       "10                         Justin Roiland、Dan Harmon   \n",
       "11                               長井龍雪 / 羽海野チカ / 島村秀一   \n",
       "12                          及川啓 / Cygames / 椛島洋介、辻智子   \n",
       "13                          高山文彦 / 矢立肇、富野由悠季 / 美樹本晴彦   \n",
       "14                            カサヰケンイチ / 羽海野チカ / 島村秀一   \n",
       "15                                        矢立肇 / 安彦良和   \n",
       "16                               湯浅政明 / 森見登美彦 / 伊東伸高   \n",
       "17                       満仲勧 / 古舘春一（集英社「週刊少年ジャンプ」連載）   \n",
       "18                                               宮崎駿   \n",
       "19                      新房昭之 / Magica Quartet / 岸田隆宏   \n",
       "20   山田尚子 / 武田綾乃（宝島社文庫「響け！ユーフォニアム 北宇治高校吹奏楽部、波乱の第二楽...  \n",
       "21                                         今敏 / 筒井康隆   \n",
       "22                                               押井守   \n",
       "23   尾田栄一郎（集英社「週刊少年ジャンプ」連載） / 小泉昇（1-425）→久田和也（385-...  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num=2\n",
    "try:\n",
    "    df1=pd.read_csv(\"bangumi_csv/bangumi_{}.csv\".format(num),encoding=\"utf-8\")\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ba4da8cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x188771b2f48>]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data[\"集数\"],data[\"分数\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "66a5e557",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x188770530c8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data[\"集数\"],data[\"分数\"])\n",
    "# scatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "428a1443",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18877036748>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data[\"评分人数\"],data[\"分数\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e13b875a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>星际牛仔</td>\n",
       "      <td>カウボーイビバップ</td>\n",
       "      <td>9.1</td>\n",
       "      <td>8352</td>\n",
       "      <td>Rank 1</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998年10月23日</td>\n",
       "      <td>渡辺信一郎 / 矢立肇 / 川元利浩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>6</td>\n",
       "      <td>混沌武士</td>\n",
       "      <td>サムライチャンプルー</td>\n",
       "      <td>8.5</td>\n",
       "      <td>4748</td>\n",
       "      <td>Rank 31</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004年5月19日</td>\n",
       "      <td>渡辺信一郎 / Manglobe / 中澤一登</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>12</td>\n",
       "      <td>超时空要塞Plus</td>\n",
       "      <td>マクロスプラス</td>\n",
       "      <td>7.9</td>\n",
       "      <td>751</td>\n",
       "      <td>Rank 301</td>\n",
       "      <td>4话</td>\n",
       "      <td>1994年8月25日</td>\n",
       "      <td>渡辺信一郎 / スタジオぬえ、河森正治 / 摩砂雪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>16</td>\n",
       "      <td>银翼杀手：2022大断电</td>\n",
       "      <td>ブレードランナー ブラックアウト 2022</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1001</td>\n",
       "      <td>Rank 545</td>\n",
       "      <td>1话</td>\n",
       "      <td>2017年9月27日</td>\n",
       "      <td>渡辺信一郎 / 村瀬修功</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>0</td>\n",
       "      <td>天才嘉年华</td>\n",
       "      <td>Genius Party</td>\n",
       "      <td>7.7</td>\n",
       "      <td>608</td>\n",
       "      <td>Rank 601</td>\n",
       "      <td>7话</td>\n",
       "      <td>2007年7月7日</td>\n",
       "      <td>福山庸治、河森正治、二村秀樹、福島敦子、渡辺信一郎、木村真二、湯浅政明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>12</td>\n",
       "      <td>坂道上的阿波罗</td>\n",
       "      <td>坂道のアポロン</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2408</td>\n",
       "      <td>Rank 757</td>\n",
       "      <td>12话</td>\n",
       "      <td>2012年4月12日</td>\n",
       "      <td>渡辺信一郎 / 小玉ユキ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0            标题                   外文标题   分数  评分人数        排名  \\\n",
       "0             0          星际牛仔              カウボーイビバップ  9.1  8352    Rank 1   \n",
       "30            6          混沌武士             サムライチャンプルー  8.5  4748   Rank 31   \n",
       "300          12     超时空要塞Plus                マクロスプラス  7.9   751  Rank 301   \n",
       "544          16  银翼杀手：2022大断电  ブレードランナー ブラックアウト 2022  7.7  1001  Rank 545   \n",
       "600           0         天才嘉年华           Genius Party  7.7   608  Rank 601   \n",
       "756          12       坂道上的阿波罗                坂道のアポロン  7.5  2408  Rank 757   \n",
       "\n",
       "      集数         首播日期                                    创作者  \n",
       "0    26话  1998年10月23日                    渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "30   26话   2004年5月19日               渡辺信一郎 / Manglobe / 中澤一登   \n",
       "300   4话   1994年8月25日             渡辺信一郎 / スタジオぬえ、河森正治 / 摩砂雪   \n",
       "544   1话   2017年9月27日                          渡辺信一郎 / 村瀬修功   \n",
       "600   7话    2007年7月7日   福山庸治、河森正治、二村秀樹、福島敦子、渡辺信一郎、木村真二、湯浅政明   \n",
       "756  12话   2012年4月12日                          渡辺信一郎 / 小玉ユキ   "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://blog.csdn.net/nixiang_888/article/details/109371043\n",
    "data[data[\"创作者\"].str.contains(\"渡辺信一郎\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "266072a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def creater_do(name):\n",
    "#     湯浅政明\n",
    "    return data[data[\"创作者\"].str.contains(name)]\n",
    "# creater_do(\"湯浅政明\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a0c390e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2</td>\n",
       "      <td>千与千寻</td>\n",
       "      <td>千と千尋の神隠し</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10834</td>\n",
       "      <td>Rank 27</td>\n",
       "      <td>1话</td>\n",
       "      <td>2001年7月20日</td>\n",
       "      <td>宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>18</td>\n",
       "      <td>天空之城</td>\n",
       "      <td>天空の城ラピュタ</td>\n",
       "      <td>8.5</td>\n",
       "      <td>6397</td>\n",
       "      <td>Rank 43</td>\n",
       "      <td>1话</td>\n",
       "      <td>1986年8月2日</td>\n",
       "      <td>宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>5</td>\n",
       "      <td>幽灵公主</td>\n",
       "      <td>もののけ姫</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5037</td>\n",
       "      <td>Rank 54</td>\n",
       "      <td>1话</td>\n",
       "      <td>1997年7月12日</td>\n",
       "      <td>宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>18</td>\n",
       "      <td>风之谷</td>\n",
       "      <td>風の谷のナウシカ</td>\n",
       "      <td>8.3</td>\n",
       "      <td>4271</td>\n",
       "      <td>Rank 67</td>\n",
       "      <td>1话</td>\n",
       "      <td>1984-03-11</td>\n",
       "      <td>宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>12</td>\n",
       "      <td>龙猫</td>\n",
       "      <td>となりのトトロ</td>\n",
       "      <td>8.2</td>\n",
       "      <td>5704</td>\n",
       "      <td>Rank 109</td>\n",
       "      <td>1话</td>\n",
       "      <td>1988年4月16日</td>\n",
       "      <td>宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>12</td>\n",
       "      <td>红猪</td>\n",
       "      <td>紅の豚</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2363</td>\n",
       "      <td>Rank 205</td>\n",
       "      <td>1话</td>\n",
       "      <td>1992年7月18日</td>\n",
       "      <td>宮崎駿 / 宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>21</td>\n",
       "      <td>哈尔的移动城堡</td>\n",
       "      <td>ハウルの動く城</td>\n",
       "      <td>7.8</td>\n",
       "      <td>4480</td>\n",
       "      <td>Rank 358</td>\n",
       "      <td>1话</td>\n",
       "      <td>2004年11月20日</td>\n",
       "      <td>宮崎駿 / ダイアナ・ウィン・ジョーンズ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>5</td>\n",
       "      <td>魔女宅急便</td>\n",
       "      <td>魔女の宅急便</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2864</td>\n",
       "      <td>Rank 462</td>\n",
       "      <td>1话</td>\n",
       "      <td>1989年7月29日</td>\n",
       "      <td>宮崎駿 / 角野栄子 『魔女の宅急便』(福音館書店刊) / 近藤勝也</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>14</td>\n",
       "      <td>鲁邦三世 第一期</td>\n",
       "      <td>ルパン三世</td>\n",
       "      <td>7.7</td>\n",
       "      <td>191</td>\n",
       "      <td>Rank 591</td>\n",
       "      <td>23话</td>\n",
       "      <td>1971年10月24日</td>\n",
       "      <td>大隅正秋(1-6、9、12話) → 高畑勲、宮崎駿(Aプロダクション演出グループ名義)(7...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0        标题      外文标题   分数   评分人数        排名   集数         首播日期  \\\n",
       "26            2      千与千寻  千と千尋の神隠し  8.6  10834   Rank 27   1话   2001年7月20日   \n",
       "42           18      天空之城  天空の城ラピュタ  8.5   6397   Rank 43   1话    1986年8月2日   \n",
       "53            5      幽灵公主     もののけ姫  8.4   5037   Rank 54   1话   1997年7月12日   \n",
       "66           18       风之谷  風の谷のナウシカ  8.3   4271   Rank 67   1话   1984-03-11   \n",
       "108          12        龙猫   となりのトトロ  8.2   5704  Rank 109   1话   1988年4月16日   \n",
       "204          12        红猪       紅の豚  8.0   2363  Rank 205   1话   1992年7月18日   \n",
       "357          21   哈尔的移动城堡   ハウルの動く城  7.8   4480  Rank 358   1话  2004年11月20日   \n",
       "461           5     魔女宅急便    魔女の宅急便  7.7   2864  Rank 462   1话   1989年7月29日   \n",
       "590          14  鲁邦三世 第一期     ルパン三世  7.7    191  Rank 591  23话  1971年10月24日   \n",
       "\n",
       "                                                   创作者  \n",
       "26                                                宮崎駿   \n",
       "42                                                宮崎駿   \n",
       "53                                                宮崎駿   \n",
       "66                                                宮崎駿   \n",
       "108                                               宮崎駿   \n",
       "204                                         宮崎駿 / 宮崎駿   \n",
       "357                              宮崎駿 / ダイアナ・ウィン・ジョーンズ   \n",
       "461                宮崎駿 / 角野栄子 『魔女の宅急便』(福音館書店刊) / 近藤勝也   \n",
       "590   大隅正秋(1-6、9、12話) → 高畑勲、宮崎駿(Aプロダクション演出グループ名義)(7...  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 宮崎駿\n",
    "creater_do(\"宮崎駿\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c2614b63",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>新世纪福音战士</td>\n",
       "      <td>新世紀エヴァンゲリオン</td>\n",
       "      <td>8.9</td>\n",
       "      <td>14288</td>\n",
       "      <td>Rank 7</td>\n",
       "      <td>26话</td>\n",
       "      <td>1995年10月4日</td>\n",
       "      <td>庵野秀明 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>天元突破 红莲螺岩</td>\n",
       "      <td>天元突破グレンラガン</td>\n",
       "      <td>8.6</td>\n",
       "      <td>6863</td>\n",
       "      <td>Rank 25</td>\n",
       "      <td>27话</td>\n",
       "      <td>2007年4月1日</td>\n",
       "      <td>今石洋之 / GAINAX / 錦織敦史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2</td>\n",
       "      <td>FLCL</td>\n",
       "      <td>フリクリ</td>\n",
       "      <td>8.3</td>\n",
       "      <td>3927</td>\n",
       "      <td>Rank 75</td>\n",
       "      <td>6话</td>\n",
       "      <td>2000年4月26日</td>\n",
       "      <td>鶴巻和哉 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>20</td>\n",
       "      <td>飞跃巅峰2！</td>\n",
       "      <td>トップをねらえ2!</td>\n",
       "      <td>8.2</td>\n",
       "      <td>2341</td>\n",
       "      <td>Rank 117</td>\n",
       "      <td>6话</td>\n",
       "      <td>2004年11月26日</td>\n",
       "      <td>鶴巻和哉 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>20</td>\n",
       "      <td>天元突破红莲螺岩 螺岩篇</td>\n",
       "      <td>劇場版 天元突破グレンラガン 螺巌篇</td>\n",
       "      <td>8.2</td>\n",
       "      <td>1937</td>\n",
       "      <td>Rank 141</td>\n",
       "      <td>1话</td>\n",
       "      <td>2009年4月25日</td>\n",
       "      <td>今石洋之 / GAINAX・中島かずき / 錦織敦史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>18</td>\n",
       "      <td>吊带袜天使</td>\n",
       "      <td>Panty &amp; Stocking with Garterbelt</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5220</td>\n",
       "      <td>Rank 187</td>\n",
       "      <td>13话</td>\n",
       "      <td>2010年10月1日</td>\n",
       "      <td>今石洋之 / GAINAX / 錦織敦史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>0</td>\n",
       "      <td>天元突破红莲螺岩 红莲篇</td>\n",
       "      <td>劇場版 天元突破グレンラガン 紅蓮篇</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1783</td>\n",
       "      <td>Rank 289</td>\n",
       "      <td>1话</td>\n",
       "      <td>2008年9月6日</td>\n",
       "      <td>今石洋之 / GAINAX・中島かずき / 錦織敦史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>1</td>\n",
       "      <td>飞跃巅峰2！剧场版</td>\n",
       "      <td>トップをねらえ2! 劇場版</td>\n",
       "      <td>7.8</td>\n",
       "      <td>433</td>\n",
       "      <td>Rank 482</td>\n",
       "      <td>1话</td>\n",
       "      <td>2006年10月1日</td>\n",
       "      <td>鶴巻和哉 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>20</td>\n",
       "      <td>安倍桥魔法☆商店街</td>\n",
       "      <td>アベノ橋魔法☆商店街</td>\n",
       "      <td>7.4</td>\n",
       "      <td>488</td>\n",
       "      <td>Rank 1173</td>\n",
       "      <td>13话</td>\n",
       "      <td>2002年4月4日</td>\n",
       "      <td>山賀博之 / GAINAX / 平松禎史</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0            标题                              外文标题   分数   评分人数  \\\n",
       "6              6       新世纪福音战士                       新世紀エヴァンゲリオン  8.9  14288   \n",
       "24             0     天元突破 红莲螺岩                        天元突破グレンラガン  8.6   6863   \n",
       "74             2          FLCL                              フリクリ  8.3   3927   \n",
       "116           20        飞跃巅峰2！                         トップをねらえ2!  8.2   2341   \n",
       "140           20  天元突破红莲螺岩 螺岩篇                劇場版 天元突破グレンラガン 螺巌篇  8.2   1937   \n",
       "186           18         吊带袜天使  Panty & Stocking with Garterbelt  8.0   5220   \n",
       "288            0  天元突破红莲螺岩 红莲篇                劇場版 天元突破グレンラガン 紅蓮篇  7.9   1783   \n",
       "481            1     飞跃巅峰2！剧场版                     トップをねらえ2! 劇場版  7.8    433   \n",
       "1172          20     安倍桥魔法☆商店街                        アベノ橋魔法☆商店街  7.4    488   \n",
       "\n",
       "             排名   集数         首播日期                           创作者  \n",
       "6        Rank 7  26话   1995年10月4日         庵野秀明 / GAINAX / 貞本義行   \n",
       "24      Rank 25  27话    2007年4月1日         今石洋之 / GAINAX / 錦織敦史   \n",
       "74      Rank 75   6话   2000年4月26日         鶴巻和哉 / GAINAX / 貞本義行   \n",
       "116    Rank 117   6话  2004年11月26日         鶴巻和哉 / GAINAX / 貞本義行   \n",
       "140    Rank 141   1话   2009年4月25日   今石洋之 / GAINAX・中島かずき / 錦織敦史   \n",
       "186    Rank 187  13话   2010年10月1日         今石洋之 / GAINAX / 錦織敦史   \n",
       "288    Rank 289   1话    2008年9月6日   今石洋之 / GAINAX・中島かずき / 錦織敦史   \n",
       "481    Rank 482   1话   2006年10月1日         鶴巻和哉 / GAINAX / 貞本義行   \n",
       "1172  Rank 1173  13话    2002年4月4日         山賀博之 / GAINAX / 平松禎史   "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# GAINAX \n",
    "creater_do(\"GAINAX\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8e488876",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017年10月14日</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>19</td>\n",
       "      <td>魔法少女小圆</td>\n",
       "      <td>魔法少女まどか☆マギカ</td>\n",
       "      <td>8.5</td>\n",
       "      <td>16042</td>\n",
       "      <td>Rank 44</td>\n",
       "      <td>12话</td>\n",
       "      <td>2011年1月7日</td>\n",
       "      <td>新房昭之 / Magica Quartet / 岸田隆宏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>8</td>\n",
       "      <td>化物语</td>\n",
       "      <td>化物語</td>\n",
       "      <td>8.3</td>\n",
       "      <td>11617</td>\n",
       "      <td>Rank 81</td>\n",
       "      <td>15话</td>\n",
       "      <td>2009年7月3日</td>\n",
       "      <td>新房昭之 / 西尾維新「化物語」（講談社BOX） / 渡辺明夫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>12</td>\n",
       "      <td>3月的狮子</td>\n",
       "      <td>3月のライオン</td>\n",
       "      <td>8.3</td>\n",
       "      <td>4292</td>\n",
       "      <td>Rank 85</td>\n",
       "      <td>22话</td>\n",
       "      <td>2016年10月8日</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>6</td>\n",
       "      <td>向阳素描 沙英・寻 毕业篇</td>\n",
       "      <td>ひだまりスケッチ 沙英・ヒロ 卒業編</td>\n",
       "      <td>8.0</td>\n",
       "      <td>420</td>\n",
       "      <td>Rank 271</td>\n",
       "      <td>2话</td>\n",
       "      <td>2013年11月27日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>16</td>\n",
       "      <td>俗・再见绝望先生</td>\n",
       "      <td>俗・さよなら絶望先生</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2258</td>\n",
       "      <td>Rank 353</td>\n",
       "      <td>13话</td>\n",
       "      <td>2008年1月5日</td>\n",
       "      <td>新房昭之 / 久米田康治 / 守岡英行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>23</td>\n",
       "      <td>续·终物语</td>\n",
       "      <td>続・終物語</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1598</td>\n",
       "      <td>Rank 360</td>\n",
       "      <td>6话</td>\n",
       "      <td>2018年11月10日</td>\n",
       "      <td>新房昭之 / 西尾維新（『続・終物語』講談社BOX） / 渡辺明夫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>11</td>\n",
       "      <td>再见绝望先生</td>\n",
       "      <td>さよなら絶望先生</td>\n",
       "      <td>7.8</td>\n",
       "      <td>3468</td>\n",
       "      <td>Rank 396</td>\n",
       "      <td>12话</td>\n",
       "      <td>2007年7月7日</td>\n",
       "      <td>新房昭之 / 久米田康治 / 守岡英行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>6</td>\n",
       "      <td>向阳素描×蜂窝</td>\n",
       "      <td>ひだまりスケッチ×ハニカム</td>\n",
       "      <td>7.8</td>\n",
       "      <td>678</td>\n",
       "      <td>Rank 415</td>\n",
       "      <td>12话</td>\n",
       "      <td>2012年10月4日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>14</td>\n",
       "      <td>伪物语</td>\n",
       "      <td>偽物語</td>\n",
       "      <td>7.7</td>\n",
       "      <td>7185</td>\n",
       "      <td>Rank 423</td>\n",
       "      <td>11话</td>\n",
       "      <td>2012年1月7日</td>\n",
       "      <td>新房昭之 / 西尾維新 『偽物語』 (講談社BOX) / 渡辺明夫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>16</td>\n",
       "      <td>忏・再见绝望先生</td>\n",
       "      <td>懺・さよなら絶望先生</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1841</td>\n",
       "      <td>Rank 425</td>\n",
       "      <td>13话</td>\n",
       "      <td>2009年7月4日</td>\n",
       "      <td>新房昭之 / 久米田康治 / 守岡英行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>8</td>\n",
       "      <td>狱・再见绝望先生</td>\n",
       "      <td>獄・さよなら絶望先生</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1289</td>\n",
       "      <td>Rank 441</td>\n",
       "      <td>3话</td>\n",
       "      <td>2008年10月17日</td>\n",
       "      <td>新房昭之 / 久米田康治 / 守岡英行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>13</td>\n",
       "      <td>向阳素描×365</td>\n",
       "      <td>ひだまりスケッチ×365</td>\n",
       "      <td>7.7</td>\n",
       "      <td>888</td>\n",
       "      <td>Rank 470</td>\n",
       "      <td>14话</td>\n",
       "      <td>2008年7月3日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>22</td>\n",
       "      <td>忏・再见绝望先生 番外地</td>\n",
       "      <td>懺・さよなら絶望先生 番外地</td>\n",
       "      <td>7.7</td>\n",
       "      <td>730</td>\n",
       "      <td>Rank 503</td>\n",
       "      <td>2话</td>\n",
       "      <td>2009年11月17日</td>\n",
       "      <td>新房昭之 / 久米田康治 / 守岡英行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>16</td>\n",
       "      <td>向阳素描×☆☆☆</td>\n",
       "      <td>ひだまりスケッチ×☆☆☆</td>\n",
       "      <td>7.7</td>\n",
       "      <td>810</td>\n",
       "      <td>Rank 521</td>\n",
       "      <td>12话</td>\n",
       "      <td>2010年1月7日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>5</td>\n",
       "      <td>向阳素描×365 特别篇</td>\n",
       "      <td>ひだまりスケッチ×365 特別編</td>\n",
       "      <td>7.7</td>\n",
       "      <td>556</td>\n",
       "      <td>Rank 534</td>\n",
       "      <td>2话</td>\n",
       "      <td>2009年10月17日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>13</td>\n",
       "      <td>不可思议的教室</td>\n",
       "      <td>ぱにぽにだっしゅ!</td>\n",
       "      <td>7.7</td>\n",
       "      <td>814</td>\n",
       "      <td>Rank 566</td>\n",
       "      <td>26话</td>\n",
       "      <td>2005年7月3日</td>\n",
       "      <td>新房昭之 / 氷川へきる / 大田和寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>19</td>\n",
       "      <td>荒川爆笑团2</td>\n",
       "      <td>荒川アンダー ザ ブリッジ×ブリッジ</td>\n",
       "      <td>7.6</td>\n",
       "      <td>3439</td>\n",
       "      <td>Rank 572</td>\n",
       "      <td>13话</td>\n",
       "      <td>2010年10月3日</td>\n",
       "      <td>新房昭之 / 中村光 / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>22</td>\n",
       "      <td>向阳素描×☆☆☆ 特别篇</td>\n",
       "      <td>ひだまりスケッチ×☆☆☆ 特別編</td>\n",
       "      <td>7.7</td>\n",
       "      <td>453</td>\n",
       "      <td>Rank 599</td>\n",
       "      <td>2话</td>\n",
       "      <td>2010年10月27日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>11</td>\n",
       "      <td>荒川爆笑团</td>\n",
       "      <td>荒川アンダー ザ ブリッジ</td>\n",
       "      <td>7.6</td>\n",
       "      <td>4817</td>\n",
       "      <td>Rank 636</td>\n",
       "      <td>13话</td>\n",
       "      <td>2010年4月4日</td>\n",
       "      <td>新房昭之 / 中村光 / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>5</td>\n",
       "      <td>向阳素描×SP</td>\n",
       "      <td>ひだまりスケッチ×SP</td>\n",
       "      <td>7.6</td>\n",
       "      <td>430</td>\n",
       "      <td>Rank 702</td>\n",
       "      <td>2话</td>\n",
       "      <td>2011年10月29日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>17</td>\n",
       "      <td>不可思议的教室 OVA</td>\n",
       "      <td>ぱにぽにだっしゅ! OVA</td>\n",
       "      <td>7.5</td>\n",
       "      <td>135</td>\n",
       "      <td>Rank 1002</td>\n",
       "      <td>1话</td>\n",
       "      <td>2009年4月15日</td>\n",
       "      <td>新房昭之 / 氷川へきる / 大田和寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>1</td>\n",
       "      <td>魔法少女奈叶</td>\n",
       "      <td>魔法少女リリカルなのは</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2252</td>\n",
       "      <td>Rank 1058</td>\n",
       "      <td>13话</td>\n",
       "      <td>2004年10月1日</td>\n",
       "      <td>新房昭之 / 都築真紀／ivory / 奥田泰弘</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1094</th>\n",
       "      <td>14</td>\n",
       "      <td>再见绝望先生 Blu-ray BOX化纪念话</td>\n",
       "      <td>さよなら絶望先生 Blu-ray BOX化記念 完全新作話</td>\n",
       "      <td>7.4</td>\n",
       "      <td>252</td>\n",
       "      <td>Rank 1095</td>\n",
       "      <td>2话</td>\n",
       "      <td>2012年1月31日</td>\n",
       "      <td>新房昭之 / 久米田康治 / 守岡英行</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                      标题                           外文标题   分数  \\\n",
       "10            10               3月的狮子 第二季                 3月のライオン 第2シリーズ  8.8   \n",
       "43            19                  魔法少女小圆                    魔法少女まどか☆マギカ  8.5   \n",
       "80             8                     化物语                            化物語  8.3   \n",
       "84            12                   3月的狮子                        3月のライオン  8.3   \n",
       "270            6           向阳素描 沙英・寻 毕业篇             ひだまりスケッチ 沙英・ヒロ 卒業編  8.0   \n",
       "352           16                俗・再见绝望先生                     俗・さよなら絶望先生  7.8   \n",
       "359           23                   续·终物语                          続・終物語  7.8   \n",
       "395           11                  再见绝望先生                       さよなら絶望先生  7.8   \n",
       "414            6                 向阳素描×蜂窝                  ひだまりスケッチ×ハニカム  7.8   \n",
       "422           14                     伪物语                            偽物語  7.7   \n",
       "424           16                忏・再见绝望先生                     懺・さよなら絶望先生  7.8   \n",
       "440            8                狱・再见绝望先生                     獄・さよなら絶望先生  7.8   \n",
       "469           13                向阳素描×365                   ひだまりスケッチ×365  7.7   \n",
       "502           22            忏・再见绝望先生 番外地                 懺・さよなら絶望先生 番外地  7.7   \n",
       "520           16                向阳素描×☆☆☆                   ひだまりスケッチ×☆☆☆  7.7   \n",
       "533            5            向阳素描×365 特别篇               ひだまりスケッチ×365 特別編  7.7   \n",
       "565           13                 不可思议的教室                      ぱにぽにだっしゅ!  7.7   \n",
       "571           19                  荒川爆笑团2             荒川アンダー ザ ブリッジ×ブリッジ  7.6   \n",
       "598           22            向阳素描×☆☆☆ 特别篇               ひだまりスケッチ×☆☆☆ 特別編  7.7   \n",
       "635           11                   荒川爆笑团                  荒川アンダー ザ ブリッジ  7.6   \n",
       "701            5                 向阳素描×SP                    ひだまりスケッチ×SP  7.6   \n",
       "1001          17             不可思议的教室 OVA                  ぱにぽにだっしゅ! OVA  7.5   \n",
       "1057           1                  魔法少女奈叶                    魔法少女リリカルなのは  7.4   \n",
       "1094          14  再见绝望先生 Blu-ray BOX化纪念话  さよなら絶望先生 Blu-ray BOX化記念 完全新作話  7.4   \n",
       "\n",
       "       评分人数         排名   集数         首播日期                                   创作者  \n",
       "10     3846    Rank 11  22话  2017年10月14日   新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "43    16042    Rank 44  12话    2011年1月7日         新房昭之 / Magica Quartet / 岸田隆宏   \n",
       "80    11617    Rank 81  15话    2009年7月3日      新房昭之 / 西尾維新「化物語」（講談社BOX） / 渡辺明夫   \n",
       "84     4292    Rank 85  22话   2016年10月8日   新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "270     420   Rank 271   2话  2013年11月27日                   新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "352    2258   Rank 353  13话    2008年1月5日                  新房昭之 / 久米田康治 / 守岡英行   \n",
       "359    1598   Rank 360   6话  2018年11月10日    新房昭之 / 西尾維新（『続・終物語』講談社BOX） / 渡辺明夫   \n",
       "395    3468   Rank 396  12话    2007年7月7日                  新房昭之 / 久米田康治 / 守岡英行   \n",
       "414     678   Rank 415  12话   2012年10月4日                   新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "422    7185   Rank 423  11话    2012年1月7日    新房昭之 / 西尾維新 『偽物語』 (講談社BOX) / 渡辺明夫   \n",
       "424    1841   Rank 425  13话    2009年7月4日                  新房昭之 / 久米田康治 / 守岡英行   \n",
       "440    1289   Rank 441   3话  2008年10月17日                  新房昭之 / 久米田康治 / 守岡英行   \n",
       "469     888   Rank 470  14话    2008年7月3日                   新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "502     730   Rank 503   2话  2009年11月17日                  新房昭之 / 久米田康治 / 守岡英行   \n",
       "520     810   Rank 521  12话    2010年1月7日                   新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "533     556   Rank 534   2话  2009年10月17日                   新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "565     814   Rank 566  26话    2005年7月3日                  新房昭之 / 氷川へきる / 大田和寛   \n",
       "571    3439   Rank 572  13话   2010年10月3日                    新房昭之 / 中村光 / 杉山延寛   \n",
       "598     453   Rank 599   2话  2010年10月27日                   新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "635    4817   Rank 636  13话    2010年4月4日                    新房昭之 / 中村光 / 杉山延寛   \n",
       "701     430   Rank 702   2话  2011年10月29日                   新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "1001    135  Rank 1002   1话   2009年4月15日                  新房昭之 / 氷川へきる / 大田和寛   \n",
       "1057   2252  Rank 1058  13话   2004年10月1日             新房昭之 / 都築真紀／ivory / 奥田泰弘   \n",
       "1094    252  Rank 1095   2话   2012年1月31日                  新房昭之 / 久米田康治 / 守岡英行   "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 新房昭之\n",
    "creater_do(\"新房昭之\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "19731b4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
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       "      <th>270</th>\n",
       "      <td>6</td>\n",
       "      <td>向阳素描 沙英・寻 毕业篇</td>\n",
       "      <td>ひだまりスケッチ 沙英・ヒロ 卒業編</td>\n",
       "      <td>8.0</td>\n",
       "      <td>420</td>\n",
       "      <td>Rank 271</td>\n",
       "      <td>2话</td>\n",
       "      <td>2013年11月27日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
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       "      <td>7.8</td>\n",
       "      <td>678</td>\n",
       "      <td>Rank 415</td>\n",
       "      <td>12话</td>\n",
       "      <td>2012年10月4日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
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       "      <th>469</th>\n",
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       "      <td>向阳素描×365</td>\n",
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       "      <td>7.7</td>\n",
       "      <td>888</td>\n",
       "      <td>Rank 470</td>\n",
       "      <td>14话</td>\n",
       "      <td>2008年7月3日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
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       "      <th>520</th>\n",
       "      <td>16</td>\n",
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       "      <td>7.7</td>\n",
       "      <td>810</td>\n",
       "      <td>Rank 521</td>\n",
       "      <td>12话</td>\n",
       "      <td>2010年1月7日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>5</td>\n",
       "      <td>向阳素描×365 特别篇</td>\n",
       "      <td>ひだまりスケッチ×365 特別編</td>\n",
       "      <td>7.7</td>\n",
       "      <td>556</td>\n",
       "      <td>Rank 534</td>\n",
       "      <td>2话</td>\n",
       "      <td>2009年10月17日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>22</td>\n",
       "      <td>向阳素描×☆☆☆ 特别篇</td>\n",
       "      <td>ひだまりスケッチ×☆☆☆ 特別編</td>\n",
       "      <td>7.7</td>\n",
       "      <td>453</td>\n",
       "      <td>Rank 599</td>\n",
       "      <td>2话</td>\n",
       "      <td>2010年10月27日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>5</td>\n",
       "      <td>向阳素描×SP</td>\n",
       "      <td>ひだまりスケッチ×SP</td>\n",
       "      <td>7.6</td>\n",
       "      <td>430</td>\n",
       "      <td>Rank 702</td>\n",
       "      <td>2话</td>\n",
       "      <td>2011年10月29日</td>\n",
       "      <td>新房昭之 / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>15</td>\n",
       "      <td>向阳素描</td>\n",
       "      <td>ひだまりスケッチ</td>\n",
       "      <td>7.6</td>\n",
       "      <td>1102</td>\n",
       "      <td>Rank 736</td>\n",
       "      <td>12话</td>\n",
       "      <td>2007年1月11日</td>\n",
       "      <td>上坪亮樹（チーフディレクター） / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>2</td>\n",
       "      <td>向阳素描 特别篇</td>\n",
       "      <td>ひだまりスケッチ 特別編</td>\n",
       "      <td>7.5</td>\n",
       "      <td>471</td>\n",
       "      <td>Rank 819</td>\n",
       "      <td>2话</td>\n",
       "      <td>2007年10月18日</td>\n",
       "      <td>飯村正之（第1话） / 蒼樹うめ / 伊藤良明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0             标题                外文标题   分数  评分人数        排名   集数  \\\n",
       "270           6  向阳素描 沙英・寻 毕业篇  ひだまりスケッチ 沙英・ヒロ 卒業編  8.0   420  Rank 271   2话   \n",
       "414           6        向阳素描×蜂窝       ひだまりスケッチ×ハニカム  7.8   678  Rank 415  12话   \n",
       "469          13       向阳素描×365        ひだまりスケッチ×365  7.7   888  Rank 470  14话   \n",
       "520          16       向阳素描×☆☆☆        ひだまりスケッチ×☆☆☆  7.7   810  Rank 521  12话   \n",
       "533           5   向阳素描×365 特别篇    ひだまりスケッチ×365 特別編  7.7   556  Rank 534   2话   \n",
       "598          22   向阳素描×☆☆☆ 特别篇    ひだまりスケッチ×☆☆☆ 特別編  7.7   453  Rank 599   2话   \n",
       "701           5        向阳素描×SP         ひだまりスケッチ×SP  7.6   430  Rank 702   2话   \n",
       "735          15           向阳素描            ひだまりスケッチ  7.6  1102  Rank 736  12话   \n",
       "818           2       向阳素描 特别篇        ひだまりスケッチ 特別編  7.5   471  Rank 819   2话   \n",
       "\n",
       "            首播日期                              创作者  \n",
       "270  2013年11月27日              新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "414   2012年10月4日              新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "469    2008年7月3日              新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "520    2010年1月7日              新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "533  2009年10月17日              新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "598  2010年10月27日              新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "701  2011年10月29日              新房昭之 / 蒼樹うめ / 伊藤良明   \n",
       "735   2007年1月11日   上坪亮樹（チーフディレクター） / 蒼樹うめ / 伊藤良明   \n",
       "818  2007年10月18日         飯村正之（第1话） / 蒼樹うめ / 伊藤良明   "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 蒼樹うめ\n",
    "creater_do(\"蒼樹うめ\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4aa256e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Unnamed: 0</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>新世纪福音战士剧场版 Air/真心为你</td>\n",
       "      <td>新世紀エヴァンゲリオン劇場版 Air/まごころを、君に</td>\n",
       "      <td>8.9</td>\n",
       "      <td>7430</td>\n",
       "      <td>Rank 6</td>\n",
       "      <td>2话</td>\n",
       "      <td>1997年7月19日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>银魂'</td>\n",
       "      <td>銀魂'</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8244</td>\n",
       "      <td>Rank 15</td>\n",
       "      <td>51话</td>\n",
       "      <td>2011年4月4日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>福音战士新剧场版：破</td>\n",
       "      <td>ヱヴァンゲリヲン新劇場版:破</td>\n",
       "      <td>8.6</td>\n",
       "      <td>7565</td>\n",
       "      <td>Rank 24</td>\n",
       "      <td>1话</td>\n",
       "      <td>2009年6月27日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0</td>\n",
       "      <td>乒乓</td>\n",
       "      <td>ピンポン THE ANIMATION</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5823</td>\n",
       "      <td>Rank 49</td>\n",
       "      <td>11话</td>\n",
       "      <td>2014年4月10日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2</td>\n",
       "      <td>哆啦A梦 大山版</td>\n",
       "      <td>ドラえもん</td>\n",
       "      <td>8.5</td>\n",
       "      <td>954</td>\n",
       "      <td>Rank 51</td>\n",
       "      <td>1787话</td>\n",
       "      <td>1979年4月2日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>8</td>\n",
       "      <td>银河英雄传说外传 叛乱者</td>\n",
       "      <td>銀河英雄伝説外伝 叛乱者</td>\n",
       "      <td>7.5</td>\n",
       "      <td>87</td>\n",
       "      <td>Rank 1161</td>\n",
       "      <td>4话</td>\n",
       "      <td>2000年4月7日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>12</td>\n",
       "      <td>迷你偶像 2期</td>\n",
       "      <td>ぷちます!!‐プチプチ・アイドルマスター‐</td>\n",
       "      <td>7.4</td>\n",
       "      <td>353</td>\n",
       "      <td>Rank 1165</td>\n",
       "      <td>74话</td>\n",
       "      <td>2014年4月1日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>15</td>\n",
       "      <td>大雄的天方夜谭</td>\n",
       "      <td>ドラえもん のび太のドラビアンナイト</td>\n",
       "      <td>7.4</td>\n",
       "      <td>207</td>\n",
       "      <td>Rank 1168</td>\n",
       "      <td>1话</td>\n",
       "      <td>1991年3月9日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>18</td>\n",
       "      <td>正义联盟：闪点悖论</td>\n",
       "      <td>Justice League: The Flashpoint Paradox</td>\n",
       "      <td>7.4</td>\n",
       "      <td>136</td>\n",
       "      <td>Rank 1171</td>\n",
       "      <td>1话</td>\n",
       "      <td>2013年7月30日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>19</td>\n",
       "      <td>曙光Q</td>\n",
       "      <td>トワイライトQ</td>\n",
       "      <td>7.4</td>\n",
       "      <td>182</td>\n",
       "      <td>Rank 1172</td>\n",
       "      <td>2话</td>\n",
       "      <td>1987年2月28日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>276 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                   标题                                    外文标题  \\\n",
       "5              5  新世纪福音战士剧场版 Air/真心为你             新世紀エヴァンゲリオン劇場版 Air/まごころを、君に   \n",
       "14            14                  银魂'                                     銀魂'   \n",
       "23            23           福音战士新剧场版：破                          ヱヴァンゲリヲン新劇場版:破   \n",
       "48             0                   乒乓                      ピンポン THE ANIMATION   \n",
       "50             2             哆啦A梦 大山版                                   ドラえもん   \n",
       "...          ...                  ...                                     ...   \n",
       "1160           8         银河英雄传说外传 叛乱者                            銀河英雄伝説外伝 叛乱者   \n",
       "1164          12              迷你偶像 2期                   ぷちます!!‐プチプチ・アイドルマスター‐   \n",
       "1167          15              大雄的天方夜谭                      ドラえもん のび太のドラビアンナイト   \n",
       "1170          18            正义联盟：闪点悖论  Justice League: The Flashpoint Paradox   \n",
       "1171          19                  曙光Q                                 トワイライトQ   \n",
       "\n",
       "       分数  评分人数         排名     集数        首播日期    创作者  \n",
       "5     8.9  7430     Rank 6     2话  1997年7月19日  创作者不明  \n",
       "14    8.8  8244    Rank 15    51话   2011年4月4日  创作者不明  \n",
       "23    8.6  7565    Rank 24     1话  2009年6月27日  创作者不明  \n",
       "48    8.4  5823    Rank 49    11话  2014年4月10日  创作者不明  \n",
       "50    8.5   954    Rank 51  1787话   1979年4月2日  创作者不明  \n",
       "...   ...   ...        ...    ...         ...    ...  \n",
       "1160  7.5    87  Rank 1161     4话   2000年4月7日  创作者不明  \n",
       "1164  7.4   353  Rank 1165    74话   2014年4月1日  创作者不明  \n",
       "1167  7.4   207  Rank 1168     1话   1991年3月9日  创作者不明  \n",
       "1170  7.4   136  Rank 1171     1话  2013年7月30日  创作者不明  \n",
       "1171  7.4   182  Rank 1172     2话  1987年2月28日  创作者不明  \n",
       "\n",
       "[276 rows x 9 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创作者不明\n",
    "creater_do(\"创作者不明\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "222f6cf7",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>新世纪福音战士</td>\n",
       "      <td>新世紀エヴァンゲリオン</td>\n",
       "      <td>8.9</td>\n",
       "      <td>14288</td>\n",
       "      <td>Rank 7</td>\n",
       "      <td>26话</td>\n",
       "      <td>1995年10月4日</td>\n",
       "      <td>庵野秀明 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1</td>\n",
       "      <td>新世纪福音战士剧场版 DEATH(TRUE)2/Air/真心为你</td>\n",
       "      <td>REVIVAL OF EVANGELION 新世紀エヴァンゲリオン劇場版 DEATH (TR...</td>\n",
       "      <td>8.4</td>\n",
       "      <td>3091</td>\n",
       "      <td>Rank 50</td>\n",
       "      <td>3话</td>\n",
       "      <td>1998年3月7日</td>\n",
       "      <td>庵野秀明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>20</td>\n",
       "      <td>福音战士新剧场版：序</td>\n",
       "      <td>ヱヴァンゲリヲン新劇場版:序</td>\n",
       "      <td>8.2</td>\n",
       "      <td>6883</td>\n",
       "      <td>Rank 93</td>\n",
       "      <td>1话</td>\n",
       "      <td>2007年9月1日</td>\n",
       "      <td>庵野秀明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>21</td>\n",
       "      <td>飞跃巅峰！</td>\n",
       "      <td>トップをねらえ!</td>\n",
       "      <td>8.3</td>\n",
       "      <td>2705</td>\n",
       "      <td>Rank 94</td>\n",
       "      <td>6话</td>\n",
       "      <td>1988年10月7日</td>\n",
       "      <td>庵野秀明 / 岡田斗司夫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>5</td>\n",
       "      <td>新・福音战士剧场版：终</td>\n",
       "      <td>シン・エヴァンゲリオン劇場版:│▌</td>\n",
       "      <td>8.0</td>\n",
       "      <td>272</td>\n",
       "      <td>Rank 342</td>\n",
       "      <td>1话</td>\n",
       "      <td>2021年3月8日</td>\n",
       "      <td>鶴巻和哉、中山勝一、前田真宏 / 庵野秀明 / 錦織敦史、コヤマシゲト、井関修一、安野モヨ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>1</td>\n",
       "      <td>飞跃巅峰！剧场版</td>\n",
       "      <td>トップをねらえ! 劇場版</td>\n",
       "      <td>7.7</td>\n",
       "      <td>420</td>\n",
       "      <td>Rank 506</td>\n",
       "      <td>1话</td>\n",
       "      <td>2006年10月1日</td>\n",
       "      <td>庵野秀明 / 岡田斗司夫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>18</td>\n",
       "      <td>他和她的故事</td>\n",
       "      <td>彼氏彼女の事情</td>\n",
       "      <td>7.6</td>\n",
       "      <td>1127</td>\n",
       "      <td>Rank 595</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998年10月2日</td>\n",
       "      <td>庵野秀明、佐藤裕紀（15話～） / 津田雅美（白泉社LaLaコミックス刊）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>23</td>\n",
       "      <td>福音战士新剧场版：Q</td>\n",
       "      <td>ヱヴァンゲリヲン新劇場版:Q</td>\n",
       "      <td>7.6</td>\n",
       "      <td>4566</td>\n",
       "      <td>Rank 648</td>\n",
       "      <td>1话</td>\n",
       "      <td>2012年11月17日</td>\n",
       "      <td>摩砂雪、前田真宏、鶴巻和哉 / 庵野秀明 / 貞本義行</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                标题  \\\n",
       "6             6                           新世纪福音战士   \n",
       "49            1  新世纪福音战士剧场版 DEATH(TRUE)2/Air/真心为你   \n",
       "92           20                        福音战士新剧场版：序   \n",
       "93           21                             飞跃巅峰！   \n",
       "341           5                       新・福音战士剧场版：终   \n",
       "505           1                          飞跃巅峰！剧场版   \n",
       "594          18                            他和她的故事   \n",
       "647          23                        福音战士新剧场版：Q   \n",
       "\n",
       "                                                  外文标题   分数   评分人数        排名  \\\n",
       "6                                          新世紀エヴァンゲリオン  8.9  14288    Rank 7   \n",
       "49   REVIVAL OF EVANGELION 新世紀エヴァンゲリオン劇場版 DEATH (TR...  8.4   3091   Rank 50   \n",
       "92                                      ヱヴァンゲリヲン新劇場版:序  8.2   6883   Rank 93   \n",
       "93                                            トップをねらえ!  8.3   2705   Rank 94   \n",
       "341                                  シン・エヴァンゲリオン劇場版:│▌  8.0    272  Rank 342   \n",
       "505                                       トップをねらえ! 劇場版  7.7    420  Rank 506   \n",
       "594                                            彼氏彼女の事情  7.6   1127  Rank 595   \n",
       "647                                     ヱヴァンゲリヲン新劇場版:Q  7.6   4566  Rank 648   \n",
       "\n",
       "      集数         首播日期                                                创作者  \n",
       "6    26话   1995年10月4日                              庵野秀明 / GAINAX / 貞本義行   \n",
       "49    3话    1998年3月7日                                              庵野秀明   \n",
       "92    1话    2007年9月1日                                              庵野秀明   \n",
       "93    6话   1988年10月7日                                      庵野秀明 / 岡田斗司夫   \n",
       "341   1话    2021年3月8日   鶴巻和哉、中山勝一、前田真宏 / 庵野秀明 / 錦織敦史、コヤマシゲト、井関修一、安野モヨ...  \n",
       "505   1话   2006年10月1日                                      庵野秀明 / 岡田斗司夫   \n",
       "594  26话   1998年10月2日             庵野秀明、佐藤裕紀（15話～） / 津田雅美（白泉社LaLaコミックス刊）   \n",
       "647   1话  2012年11月17日                       摩砂雪、前田真宏、鶴巻和哉 / 庵野秀明 / 貞本義行   "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 庵野秀明\n",
    "creater_do(\"庵野秀明\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "01d52485",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 看到创作者都是 / 斜杠隔开的，就根据这个斜杠把他们分开，放到一个列表里        \n",
    "def push_list(lst,creators):\n",
    "    creators=creators.split(\"/\")\n",
    "    for crea in creators:\n",
    "        lst.append(crea.strip())\n",
    "        \n",
    "        \n",
    "def split_creators():\n",
    "    creators_list=[]\n",
    "    for creators in data[\"创作者\"]:\n",
    "        push_list(creators_list,creators)\n",
    "    return creators_list\n",
    "\n",
    "def list_to_blank_words(lst):\n",
    "    res=\"\"\n",
    "    for w in lst:\n",
    "        res+=\" \"+w\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ae387bf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 799.5, 799.5, -0.5)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import wordcloud #导入词云库\n",
    "# https://blog.csdn.net/moshanghuali/article/details/84667136\n",
    "# SIMYOUTTF_downcc\n",
    "\n",
    "# r\"D:\\project\\jsProject\\animals\\fonts\\fontawesome-webfont.ttf\"\n",
    "WC = wordcloud.WordCloud(font_path =\"SIMYOUTTF_downcc/SIMYOU.TTF\" ,\n",
    "                         max_words=2000,height= 800,width=800,background_color='white',repeat=False,mode='RGBA')\n",
    "#设置词云图对象属性\n",
    "# https://blog.csdn.net/weixin_42240667/article/details/104955036\n",
    "\n",
    "# ————————————————\n",
    "# 版权声明：本文为CSDN博主「moshanghuali」的原创文章，遵循CC 4.0 BY-SA版权协议，转载请附上原文出处链接及本声明。\n",
    "# 原文链接：https://blog.csdn.net/moshanghuali/article/details/84667136\n",
    "# conten = ' '.join(jieba.lcut(st1)) #此处分词之间要有空格隔开，联想到英文书写方式，每个单词之间都有一个空格。\n",
    "conten = list_to_blank_words(split_creators())\n",
    "con = WC.generate(conten)\n",
    "\n",
    "plt.imshow(con)\n",
    "plt.axis(\"off\")\n",
    "# https://blog.csdn.net/moshanghuali/article/details/84667136\n",
    "# 词云图 都是 方框\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "08faf71d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004年1月1日</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002年10月1日</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>攻壳机动队</td>\n",
       "      <td>GHOST IN THE SHELL / 攻殻機動隊</td>\n",
       "      <td>8.9</td>\n",
       "      <td>4853</td>\n",
       "      <td>Rank 5</td>\n",
       "      <td>1话</td>\n",
       "      <td>1995年11月18日</td>\n",
       "      <td>押井守 / 士郎正宗 / 沖浦啓之</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                         标题                        外文标题   分数  \\\n",
       "1           1       攻壳机动队 S.A.C. 2nd GIG        攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2           2  攻壳机动队 STAND ALONE COMPLEX   攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "4           4                      攻壳机动队  GHOST IN THE SHELL / 攻殻機動隊  8.9   \n",
       "\n",
       "   评分人数      排名   集数         首播日期                  创作者  \n",
       "1  4613  Rank 2  26话    2004年1月1日         神山健治 / 士郎正宗   \n",
       "2  5635  Rank 3  26话   2002年10月1日   神山健治 / 士郎正宗 / 下村一   \n",
       "4  4853  Rank 5   1话  1995年11月18日   押井守 / 士郎正宗 / 沖浦啓之   "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 士郎正宗\n",
    "creater_do(\"士郎正宗\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7203a1b7",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'>' not supported between instances of 'str' and 'int'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-f08b7b23d9aa>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"首播日期\"\u001b[0m\u001b[1;33m>\u001b[0m\u001b[1;36m2000\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m: '>' not supported between instances of 'str' and 'int'"
     ]
    }
   ],
   "source": [
    "data[\"首播日期\">2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e779d92d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from time import  datetime\n",
    "\n",
    "import datetime\n",
    "y_2014=datetime.datetime(2014,12,18)\n",
    "# https://blog.csdn.net/qq_41805715/article/details/100070706"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d3a8e5be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2014, 12, 18, 0, 0)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_2014"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "74a41910",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_2000=datetime.datetime(2000,1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6133c93c",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "cannot convert the series to <class 'int'>",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-11-cbb7f4d718d8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"首播日期\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m>\u001b[0m\u001b[0my_2000\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32md:\\project\\python_project\\albert\\venv\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    139\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    140\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mconverter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 141\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"cannot convert the series to {converter}\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    142\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    143\u001b[0m     \u001b[0mwrapper\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34mf\"__{converter.__name__}__\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: cannot convert the series to <class 'int'>"
     ]
    }
   ],
   "source": [
    "data[datetime.datetime(data[\"首播日期\"])>y_2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "831bdea7",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "an integer is required (got type str)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-c09c672160b4>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mdate_str\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"2004年1月1日\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0md\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdate_str\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0md\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: an integer is required (got type str)"
     ]
    }
   ],
   "source": [
    "date_str=\"2004年1月1日\"\n",
    "d=datetime.datetime(date_str)\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dd98504f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2004, 1, 1, 0, 0)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date=datetime.datetime.strptime(date_str,\"%Y年%m月%d日\")\n",
    "# https://blog.51cto.com/1161192890/1638307\n",
    "date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "afa39af9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    }
   ],
   "source": [
    "# data[data[\"首播日期\"]]=datetime.datetime.strptime(data[data[\"首播日期\"]],\"%Y年%m月%d日\")\n",
    "# https://blog.csdn.net/haoxun05/article/details/104564070\n",
    "# data[data[\"首播日期\"]]=pd.to_datetime(data['首播日期'])\n",
    "try:\n",
    "    data['首播日期']=data['首播日期'].apply(lambda x:datetime.datetime.strptime(move_not_date_form(x),'%Y年%m月%d日'))\n",
    "except:\n",
    "    print(1)\n",
    "data['首播日期']=data['首播日期'].apply(lambda x:datetime.datetime.strptime(move_not_date_form(x),'%Y年%m月%d日'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "4620656a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017/4/1\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'group'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-82-cd8fea5abe2e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'首播日期'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mparse_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32md:\\project\\python_project\\albert\\venv\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[0;32m   4136\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4137\u001b[0m                 \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4138\u001b[1;33m                 \u001b[0mmapped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4139\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4140\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32m<ipython-input-82-cd8fea5abe2e>\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'首播日期'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mparse_date\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-81-011c83dc991a>\u001b[0m in \u001b[0;36mparse_date\u001b[1;34m(date_str)\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mdate_str\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;34m\"\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m     \u001b[0mmoved_str\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmove_not_date_form\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdate_str\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m     \u001b[1;32mif\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmoved_str\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mendswith\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"年\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m         \u001b[0mdate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmoved_str\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-80-5c813ee9dd40>\u001b[0m in \u001b[0;36mmove_not_date_form\u001b[1;34m(string)\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;31m#     print(type(m))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m         \u001b[0mstrdate\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     14\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstring\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'group'"
     ]
    }
   ],
   "source": [
    "data['首播日期'].apply(lambda x:parse_date(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "fca542eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3</td>\n",
       "      <td>瑞克和莫蒂 第三季</td>\n",
       "      <td>Rick and Morty Season 3</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1569</td>\n",
       "      <td>Rank 28</td>\n",
       "      <td>10话</td>\n",
       "      <td>2017/4/1</td>\n",
       "      <td>Justin Roiland、Dan Harmon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5</td>\n",
       "      <td>大闹天宫</td>\n",
       "      <td>大闹天宫</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2660</td>\n",
       "      <td>Rank 30</td>\n",
       "      <td>1话</td>\n",
       "      <td>1961年</td>\n",
       "      <td>万籁鸣 / 吴承恩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>7</td>\n",
       "      <td>瑞克和莫蒂 第二季</td>\n",
       "      <td>Rick and Morty Season 2</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1579</td>\n",
       "      <td>Rank 32</td>\n",
       "      <td>10话</td>\n",
       "      <td>2015/7/26</td>\n",
       "      <td>Justin Roiland、Dan Harmon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>10</td>\n",
       "      <td>瑞克和莫蒂 第一季</td>\n",
       "      <td>Rick and Morty Season 1</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1823</td>\n",
       "      <td>Rank 35</td>\n",
       "      <td>11话</td>\n",
       "      <td>2013/12/2</td>\n",
       "      <td>Justin Roiland、Dan Harmon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>18</td>\n",
       "      <td>风之谷</td>\n",
       "      <td>風の谷のナウシカ</td>\n",
       "      <td>8.3</td>\n",
       "      <td>4271</td>\n",
       "      <td>Rank 67</td>\n",
       "      <td>1话</td>\n",
       "      <td>1984-03-11</td>\n",
       "      <td>宮崎駿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102</th>\n",
       "      <td>22</td>\n",
       "      <td>海绵宝宝第二季</td>\n",
       "      <td>SpongeBob SquarePants Season 2</td>\n",
       "      <td>7.5</td>\n",
       "      <td>137</td>\n",
       "      <td>Rank 1103</td>\n",
       "      <td>20话</td>\n",
       "      <td>2000-11-02</td>\n",
       "      <td>Stephen Hillenburg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>5</td>\n",
       "      <td>德克斯特的实验室 第一季</td>\n",
       "      <td>Dexter's Laboratory Season 1</td>\n",
       "      <td>7.6</td>\n",
       "      <td>57</td>\n",
       "      <td>Rank 1110</td>\n",
       "      <td>13话</td>\n",
       "      <td>1996-04-28</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>13</td>\n",
       "      <td>舒克和贝塔</td>\n",
       "      <td>舒克和贝塔</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1083</td>\n",
       "      <td>Rank 1118</td>\n",
       "      <td>13话</td>\n",
       "      <td>1989年</td>\n",
       "      <td>严定宪、林文肖、胡依红、王加世、阎善春、姚光华、沈寿林、薛梅君、彭戈</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150</th>\n",
       "      <td>22</td>\n",
       "      <td>姉と妹の性事情</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>7.4</td>\n",
       "      <td>189</td>\n",
       "      <td>Rank 1151</td>\n",
       "      <td>1话</td>\n",
       "      <td>2019-05-25</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>23</td>\n",
       "      <td>黑猫警长</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1202</td>\n",
       "      <td>Rank 1176</td>\n",
       "      <td>5话</td>\n",
       "      <td>1984</td>\n",
       "      <td>戴铁郎、范马迪、熊南清 / 诸志祥 / 顾建国</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>77 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0            标题                            外文标题   分数  评分人数  \\\n",
       "27             3     瑞克和莫蒂 第三季         Rick and Morty Season 3  8.6  1569   \n",
       "29             5          大闹天宫                            大闹天宫  8.6  2660   \n",
       "31             7     瑞克和莫蒂 第二季         Rick and Morty Season 2  8.6  1579   \n",
       "34            10     瑞克和莫蒂 第一季         Rick and Morty Season 1  8.5  1823   \n",
       "66            18           风之谷                        風の谷のナウシカ  8.3  4271   \n",
       "...          ...           ...                             ...  ...   ...   \n",
       "1102          22       海绵宝宝第二季  SpongeBob SquarePants Season 2  7.5   137   \n",
       "1109           5  德克斯特的实验室 第一季    Dexter's Laboratory Season 1  7.6    57   \n",
       "1117          13         舒克和贝塔                           舒克和贝塔  7.4  1083   \n",
       "1150          22       姉と妹の性事情                          没有外文标题  7.4   189   \n",
       "1175          23          黑猫警长                          没有外文标题  7.4  1202   \n",
       "\n",
       "             排名   集数        首播日期                                   创作者  \n",
       "27      Rank 28  10话    2017/4/1            Justin Roiland、Dan Harmon   \n",
       "29      Rank 30   1话       1961年                            万籁鸣 / 吴承恩   \n",
       "31      Rank 32  10话   2015/7/26            Justin Roiland、Dan Harmon   \n",
       "34      Rank 35  11话   2013/12/2            Justin Roiland、Dan Harmon   \n",
       "66      Rank 67   1话  1984-03-11                                  宮崎駿   \n",
       "...         ...  ...         ...                                   ...  \n",
       "1102  Rank 1103  20话  2000-11-02                   Stephen Hillenburg   \n",
       "1109  Rank 1110  13话  1996-04-28                                 创作者不明  \n",
       "1117  Rank 1118  13话       1989年   严定宪、林文肖、胡依红、王加世、阎善春、姚光华、沈寿林、薛梅君、彭戈   \n",
       "1150  Rank 1151   1话  2019-05-25                                 创作者不明  \n",
       "1175  Rank 1176   5话        1984              戴铁郎、范马迪、熊南清 / 诸志祥 / 顾建国   \n",
       "\n",
       "[77 rows x 9 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[~data['首播日期'].str.contains(\"日\")]\n",
    "# pd 不包含字\n",
    "# https://blog.csdn.net/weixin_43368684/article/details/88756103"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "0ebea2a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_date(date_str):\n",
    "    if date_str is None:\n",
    "        return None\n",
    "    if date_str==\"\":\n",
    "        return None\n",
    "    moved_str=move_not_date_form(date_str)\n",
    "    if(moved_str.endswith(\"年\")):\n",
    "        date=datetime.datetime(int(moved_str[:-2]),1,1)\n",
    "        return date\n",
    "    if(moved_str.isnumeric()):\n",
    "        date=datetime.datetime(int(moved_str),1,1)\n",
    "        return date\n",
    "#     https://www.runoob.com/python/att-string-isnumeric.html\n",
    "#     isnum str\n",
    "    try:\n",
    "        date= pd.to_datetime(moved_str)\n",
    "#         datetime.datetime.strptime(moved_str,'%Y年%m月%d日')\n",
    "    except:\n",
    "        try:\n",
    "            date=datetime.datetime.strptime(moved_str,'%Y年%m月%d日')\n",
    "        except:\n",
    "            try:\n",
    "                date=datetime.datetime.strptime(moved_str,'%Y年')\n",
    "            except  AttributeError:\n",
    "                print(moved_str)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04b8dbca",
   "metadata": {},
   "outputs": [],
   "source": [
    "UnboundLocalError: local variable 'strdate' referenced before assignment\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "3457084b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2017-04-01 00:00:00')"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str1=\"2017/4/1\"\n",
    "date1= pd.to_datetime(str1)\n",
    "date1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "98353358",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1984-03-11 00:00:00')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "str1=\"1984-03-11\"\n",
    "date1= pd.to_datetime(str1)\n",
    "date1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "0ff2137a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1998-10-23\n",
       "1    2004-01-01\n",
       "2    2002-10-01\n",
       "3    2008-10-02\n",
       "4    1995-11-18\n",
       "5    1997-07-19\n",
       "6    1995-10-04\n",
       "7    1999-02-20\n",
       "8    2009-04-05\n",
       "9    1940-02-10\n",
       "10   2017-10-14\n",
       "11   2014-10-09\n",
       "12   1988-01-08\n",
       "13   1993-10-16\n",
       "14   2011-04-04\n",
       "15   2006-04-04\n",
       "16   2005-10-22\n",
       "17   2004-03-06\n",
       "18   1998-02-28\n",
       "19   2019-04-28\n",
       "20   2010-02-06\n",
       "21   2001-07-28\n",
       "22   1993-08-07\n",
       "23   2009-06-27\n",
       "Name: 首播日期, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['首播日期']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "80f4afb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>星际牛仔</td>\n",
       "      <td>カウボーイビバップ</td>\n",
       "      <td>9.1</td>\n",
       "      <td>8352</td>\n",
       "      <td>Rank 1</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998-10-23</td>\n",
       "      <td>渡辺信一郎 / 矢立肇 / 川元利浩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004-01-01</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002-10-01</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008-10-02</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>攻壳机动队</td>\n",
       "      <td>GHOST IN THE SHELL / 攻殻機動隊</td>\n",
       "      <td>8.9</td>\n",
       "      <td>4853</td>\n",
       "      <td>Rank 5</td>\n",
       "      <td>1话</td>\n",
       "      <td>1995-11-18</td>\n",
       "      <td>押井守 / 士郎正宗 / 沖浦啓之</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>新世纪福音战士剧场版 Air/真心为你</td>\n",
       "      <td>新世紀エヴァンゲリオン劇場版 Air/まごころを、君に</td>\n",
       "      <td>8.9</td>\n",
       "      <td>7430</td>\n",
       "      <td>Rank 6</td>\n",
       "      <td>2话</td>\n",
       "      <td>1997-07-19</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>新世纪福音战士</td>\n",
       "      <td>新世紀エヴァンゲリオン</td>\n",
       "      <td>8.9</td>\n",
       "      <td>14288</td>\n",
       "      <td>Rank 7</td>\n",
       "      <td>26话</td>\n",
       "      <td>1995-10-04</td>\n",
       "      <td>庵野秀明 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>浪客剑心 追忆篇</td>\n",
       "      <td>るろうに剣心 -明治剣客浪漫譚- 追憶編</td>\n",
       "      <td>8.9</td>\n",
       "      <td>3908</td>\n",
       "      <td>Rank 8</td>\n",
       "      <td>4话</td>\n",
       "      <td>1999-02-20</td>\n",
       "      <td>古橋一浩 / 和月伸宏 / 柳沢まさひで</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>钢之炼金术师 FULLMETAL ALCHEMIST</td>\n",
       "      <td>鋼の錬金術師 FULLMETAL ALCHEMIST</td>\n",
       "      <td>8.8</td>\n",
       "      <td>11458</td>\n",
       "      <td>Rank 9</td>\n",
       "      <td>64话</td>\n",
       "      <td>2009-04-05</td>\n",
       "      <td>入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>猫和老鼠</td>\n",
       "      <td>Tom and Jerry</td>\n",
       "      <td>8.8</td>\n",
       "      <td>4343</td>\n",
       "      <td>Rank 10</td>\n",
       "      <td>161话</td>\n",
       "      <td>1940-02-10</td>\n",
       "      <td>William Hanna (1940–58) Joseph Barbera (1940–...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017-10-14</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>白箱</td>\n",
       "      <td>SHIROBAKO</td>\n",
       "      <td>8.8</td>\n",
       "      <td>10069</td>\n",
       "      <td>Rank 12</td>\n",
       "      <td>24话</td>\n",
       "      <td>2014-10-09</td>\n",
       "      <td>水島努 / 武蔵野アニメーション / 関口可奈味</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>银河英雄传说</td>\n",
       "      <td>銀河英雄伝説</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1304</td>\n",
       "      <td>Rank 13</td>\n",
       "      <td>110话</td>\n",
       "      <td>1988-01-08</td>\n",
       "      <td>田中芳樹 / 本木久年(1期)、久米一成(2期)、清水恵蔵(3期～)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>灌篮高手</td>\n",
       "      <td>スラムダンク</td>\n",
       "      <td>8.8</td>\n",
       "      <td>6033</td>\n",
       "      <td>Rank 14</td>\n",
       "      <td>101话</td>\n",
       "      <td>1993-10-16</td>\n",
       "      <td>井上雄彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>银魂'</td>\n",
       "      <td>銀魂'</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8244</td>\n",
       "      <td>Rank 15</td>\n",
       "      <td>51话</td>\n",
       "      <td>2011-04-04</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>银魂</td>\n",
       "      <td>銀魂</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7779</td>\n",
       "      <td>Rank 16</td>\n",
       "      <td>201话</td>\n",
       "      <td>2006-04-04</td>\n",
       "      <td>高松信司 / 空知英秋 / 竹内進二</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>虫师</td>\n",
       "      <td>蟲師</td>\n",
       "      <td>8.7</td>\n",
       "      <td>6677</td>\n",
       "      <td>Rank 17</td>\n",
       "      <td>26话</td>\n",
       "      <td>2005-10-22</td>\n",
       "      <td>長濵博史 / 漆原友紀 / 馬越嘉彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>攻壳机动队2 无罪</td>\n",
       "      <td>イノセンス</td>\n",
       "      <td>8.7</td>\n",
       "      <td>3630</td>\n",
       "      <td>Rank 18</td>\n",
       "      <td>1话</td>\n",
       "      <td>2004-03-06</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>蓝色恐惧</td>\n",
       "      <td>PERFECT BLUE</td>\n",
       "      <td>8.7</td>\n",
       "      <td>4100</td>\n",
       "      <td>Rank 19</td>\n",
       "      <td>1话</td>\n",
       "      <td>1998-02-28</td>\n",
       "      <td>今敏 / 竹内義和</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>进击的巨人 第三季 Part.2</td>\n",
       "      <td>進撃の巨人 Season 3 Part.2</td>\n",
       "      <td>8.7</td>\n",
       "      <td>5870</td>\n",
       "      <td>Rank 20</td>\n",
       "      <td>10话</td>\n",
       "      <td>2019-04-28</td>\n",
       "      <td>諫山創（別冊少年マガジン連載／講談社）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>凉宫春日的消失</td>\n",
       "      <td>涼宮ハルヒの消失</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10734</td>\n",
       "      <td>Rank 21</td>\n",
       "      <td>1话</td>\n",
       "      <td>2010-02-06</td>\n",
       "      <td>武本康弘 / 谷川流 / 池田晶子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>千年女优</td>\n",
       "      <td>千年女優</td>\n",
       "      <td>8.6</td>\n",
       "      <td>5309</td>\n",
       "      <td>Rank 22</td>\n",
       "      <td>1话</td>\n",
       "      <td>2001-07-28</td>\n",
       "      <td>今敏 / 本田雄、今敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>机动警察 和平保卫战</td>\n",
       "      <td>機動警察パトレイバー 2 the Movie</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1263</td>\n",
       "      <td>Rank 23</td>\n",
       "      <td>1话</td>\n",
       "      <td>1993-08-07</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>福音战士新剧场版：破</td>\n",
       "      <td>ヱヴァンゲリヲン新劇場版:破</td>\n",
       "      <td>8.6</td>\n",
       "      <td>7565</td>\n",
       "      <td>Rank 24</td>\n",
       "      <td>1话</td>\n",
       "      <td>2009-06-27</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                          标题                         外文标题   分数  \\\n",
       "0            0                        星际牛仔                    カウボーイビバップ  9.1   \n",
       "1            1        攻壳机动队 S.A.C. 2nd GIG         攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2            2   攻壳机动队 STAND ALONE COMPLEX    攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "3            3       CLANNAD ～AFTER STORY～                       没有外文标题  9.0   \n",
       "4            4                       攻壳机动队   GHOST IN THE SHELL / 攻殻機動隊  8.9   \n",
       "5            5         新世纪福音战士剧场版 Air/真心为你  新世紀エヴァンゲリオン劇場版 Air/まごころを、君に  8.9   \n",
       "6            6                     新世纪福音战士                  新世紀エヴァンゲリオン  8.9   \n",
       "7            7                    浪客剑心 追忆篇         るろうに剣心 -明治剣客浪漫譚- 追憶編  8.9   \n",
       "8            8  钢之炼金术师 FULLMETAL ALCHEMIST   鋼の錬金術師 FULLMETAL ALCHEMIST  8.8   \n",
       "9            9                        猫和老鼠                Tom and Jerry  8.8   \n",
       "10          10                   3月的狮子 第二季               3月のライオン 第2シリーズ  8.8   \n",
       "11          11                          白箱                    SHIROBAKO  8.8   \n",
       "12          12                      银河英雄传说                       銀河英雄伝説  8.8   \n",
       "13          13                        灌篮高手                       スラムダンク  8.8   \n",
       "14          14                         银魂'                          銀魂'  8.8   \n",
       "15          15                          银魂                           銀魂  8.7   \n",
       "16          16                          虫师                           蟲師  8.7   \n",
       "17          17                   攻壳机动队2 无罪                        イノセンス  8.7   \n",
       "18          18                        蓝色恐惧                 PERFECT BLUE  8.7   \n",
       "19          19            进击的巨人 第三季 Part.2        進撃の巨人 Season 3 Part.2  8.7   \n",
       "20          20                     凉宫春日的消失                     涼宮ハルヒの消失  8.6   \n",
       "21          21                        千年女优                         千年女優  8.6   \n",
       "22          22                  机动警察 和平保卫战       機動警察パトレイバー 2 the Movie  8.7   \n",
       "23          23                  福音战士新剧场版：破               ヱヴァンゲリヲン新劇場版:破  8.6   \n",
       "\n",
       "     评分人数       排名    集数       首播日期  \\\n",
       "0    8352   Rank 1   26话 1998-10-23   \n",
       "1    4613   Rank 2   26话 2004-01-01   \n",
       "2    5635   Rank 3   26话 2002-10-01   \n",
       "3   12827   Rank 4   24话 2008-10-02   \n",
       "4    4853   Rank 5    1话 1995-11-18   \n",
       "5    7430   Rank 6    2话 1997-07-19   \n",
       "6   14288   Rank 7   26话 1995-10-04   \n",
       "7    3908   Rank 8    4话 1999-02-20   \n",
       "8   11458   Rank 9   64话 2009-04-05   \n",
       "9    4343  Rank 10  161话 1940-02-10   \n",
       "10   3846  Rank 11   22话 2017-10-14   \n",
       "11  10069  Rank 12   24话 2014-10-09   \n",
       "12   1304  Rank 13  110话 1988-01-08   \n",
       "13   6033  Rank 14  101话 1993-10-16   \n",
       "14   8244  Rank 15   51话 2011-04-04   \n",
       "15   7779  Rank 16  201话 2006-04-04   \n",
       "16   6677  Rank 17   26话 2005-10-22   \n",
       "17   3630  Rank 18    1话 2004-03-06   \n",
       "18   4100  Rank 19    1话 1998-02-28   \n",
       "19   5870  Rank 20   10话 2019-04-28   \n",
       "20  10734  Rank 21    1话 2010-02-06   \n",
       "21   5309  Rank 22    1话 2001-07-28   \n",
       "22   1263  Rank 23    1话 1993-08-07   \n",
       "23   7565  Rank 24    1话 2009-06-27   \n",
       "\n",
       "                                                  创作者  \n",
       "0                                 渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "1                                        神山健治 / 士郎正宗   \n",
       "2                                  神山健治 / 士郎正宗 / 下村一   \n",
       "3                     石原立也 / Key/Visual Art's / 池田和美   \n",
       "4                                  押井守 / 士郎正宗 / 沖浦啓之   \n",
       "5                                               创作者不明  \n",
       "6                               庵野秀明 / GAINAX / 貞本義行   \n",
       "7                               古橋一浩 / 和月伸宏 / 柳沢まさひで   \n",
       "8       入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀   \n",
       "9    William Hanna (1940–58) Joseph Barbera (1940–...  \n",
       "10                新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "11                          水島努 / 武蔵野アニメーション / 関口可奈味   \n",
       "12                田中芳樹 / 本木久年(1期)、久米一成(2期)、清水恵蔵(3期～)   \n",
       "13                                              井上雄彦   \n",
       "14                                              创作者不明  \n",
       "15                                高松信司 / 空知英秋 / 竹内進二   \n",
       "16                                長濵博史 / 漆原友紀 / 馬越嘉彦   \n",
       "17                                               押井守   \n",
       "18                                         今敏 / 竹内義和   \n",
       "19                               諫山創（別冊少年マガジン連載／講談社）   \n",
       "20                                 武本康弘 / 谷川流 / 池田晶子   \n",
       "21                                       今敏 / 本田雄、今敏   \n",
       "22                                               押井守   \n",
       "23                                              创作者不明  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "939dc036",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>星际牛仔</td>\n",
       "      <td>カウボーイビバップ</td>\n",
       "      <td>9.1</td>\n",
       "      <td>8352</td>\n",
       "      <td>Rank 1</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998年10月23日</td>\n",
       "      <td>渡辺信一郎 / 矢立肇 / 川元利浩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004年1月1日</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002年10月1日</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008年10月2日</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>攻壳机动队</td>\n",
       "      <td>GHOST IN THE SHELL / 攻殻機動隊</td>\n",
       "      <td>8.9</td>\n",
       "      <td>4853</td>\n",
       "      <td>Rank 5</td>\n",
       "      <td>1话</td>\n",
       "      <td>1995年11月18日</td>\n",
       "      <td>押井守 / 士郎正宗 / 沖浦啓之</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>新世纪福音战士剧场版 Air/真心为你</td>\n",
       "      <td>新世紀エヴァンゲリオン劇場版 Air/まごころを、君に</td>\n",
       "      <td>8.9</td>\n",
       "      <td>7430</td>\n",
       "      <td>Rank 6</td>\n",
       "      <td>2话</td>\n",
       "      <td>1997年7月19日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>新世纪福音战士</td>\n",
       "      <td>新世紀エヴァンゲリオン</td>\n",
       "      <td>8.9</td>\n",
       "      <td>14288</td>\n",
       "      <td>Rank 7</td>\n",
       "      <td>26话</td>\n",
       "      <td>1995年10月4日</td>\n",
       "      <td>庵野秀明 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>浪客剑心 追忆篇</td>\n",
       "      <td>るろうに剣心 -明治剣客浪漫譚- 追憶編</td>\n",
       "      <td>8.9</td>\n",
       "      <td>3908</td>\n",
       "      <td>Rank 8</td>\n",
       "      <td>4话</td>\n",
       "      <td>1999年2月20日</td>\n",
       "      <td>古橋一浩 / 和月伸宏 / 柳沢まさひで</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>钢之炼金术师 FULLMETAL ALCHEMIST</td>\n",
       "      <td>鋼の錬金術師 FULLMETAL ALCHEMIST</td>\n",
       "      <td>8.8</td>\n",
       "      <td>11458</td>\n",
       "      <td>Rank 9</td>\n",
       "      <td>64话</td>\n",
       "      <td>2009年4月5日</td>\n",
       "      <td>入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>猫和老鼠</td>\n",
       "      <td>Tom and Jerry</td>\n",
       "      <td>8.8</td>\n",
       "      <td>4343</td>\n",
       "      <td>Rank 10</td>\n",
       "      <td>161话</td>\n",
       "      <td>1940年2月10日</td>\n",
       "      <td>William Hanna (1940–58) Joseph Barbera (1940–...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017年10月14日</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>白箱</td>\n",
       "      <td>SHIROBAKO</td>\n",
       "      <td>8.8</td>\n",
       "      <td>10069</td>\n",
       "      <td>Rank 12</td>\n",
       "      <td>24话</td>\n",
       "      <td>2014年10月9日</td>\n",
       "      <td>水島努 / 武蔵野アニメーション / 関口可奈味</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>银河英雄传说</td>\n",
       "      <td>銀河英雄伝説</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1304</td>\n",
       "      <td>Rank 13</td>\n",
       "      <td>110话</td>\n",
       "      <td>1988年1月8日</td>\n",
       "      <td>田中芳樹 / 本木久年(1期)、久米一成(2期)、清水恵蔵(3期～)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>灌篮高手</td>\n",
       "      <td>スラムダンク</td>\n",
       "      <td>8.8</td>\n",
       "      <td>6033</td>\n",
       "      <td>Rank 14</td>\n",
       "      <td>101话</td>\n",
       "      <td>1993年10月16日</td>\n",
       "      <td>井上雄彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>银魂'</td>\n",
       "      <td>銀魂'</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8244</td>\n",
       "      <td>Rank 15</td>\n",
       "      <td>51话</td>\n",
       "      <td>2011年4月4日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>银魂</td>\n",
       "      <td>銀魂</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7779</td>\n",
       "      <td>Rank 16</td>\n",
       "      <td>201话</td>\n",
       "      <td>2006年4月4日</td>\n",
       "      <td>高松信司 / 空知英秋 / 竹内進二</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>虫师</td>\n",
       "      <td>蟲師</td>\n",
       "      <td>8.7</td>\n",
       "      <td>6677</td>\n",
       "      <td>Rank 17</td>\n",
       "      <td>26话</td>\n",
       "      <td>2005年10月22日</td>\n",
       "      <td>長濵博史 / 漆原友紀 / 馬越嘉彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>攻壳机动队2 无罪</td>\n",
       "      <td>イノセンス</td>\n",
       "      <td>8.7</td>\n",
       "      <td>3630</td>\n",
       "      <td>Rank 18</td>\n",
       "      <td>1话</td>\n",
       "      <td>2004年3月6日</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>蓝色恐惧</td>\n",
       "      <td>PERFECT BLUE</td>\n",
       "      <td>8.7</td>\n",
       "      <td>4100</td>\n",
       "      <td>Rank 19</td>\n",
       "      <td>1话</td>\n",
       "      <td>1998年2月28日</td>\n",
       "      <td>今敏 / 竹内義和</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>进击的巨人 第三季 Part.2</td>\n",
       "      <td>進撃の巨人 Season 3 Part.2</td>\n",
       "      <td>8.7</td>\n",
       "      <td>5870</td>\n",
       "      <td>Rank 20</td>\n",
       "      <td>10话</td>\n",
       "      <td>2019年4月28日</td>\n",
       "      <td>諫山創（別冊少年マガジン連載／講談社）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>凉宫春日的消失</td>\n",
       "      <td>涼宮ハルヒの消失</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10734</td>\n",
       "      <td>Rank 21</td>\n",
       "      <td>1话</td>\n",
       "      <td>2010年2月6日</td>\n",
       "      <td>武本康弘 / 谷川流 / 池田晶子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>千年女优</td>\n",
       "      <td>千年女優</td>\n",
       "      <td>8.6</td>\n",
       "      <td>5309</td>\n",
       "      <td>Rank 22</td>\n",
       "      <td>1话</td>\n",
       "      <td>2001年7月28日 (Fantasia International Film Festiv...</td>\n",
       "      <td>今敏 / 本田雄、今敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>机动警察 和平保卫战</td>\n",
       "      <td>機動警察パトレイバー 2 the Movie</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1263</td>\n",
       "      <td>Rank 23</td>\n",
       "      <td>1话</td>\n",
       "      <td>1993年8月7日</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>福音战士新剧场版：破</td>\n",
       "      <td>ヱヴァンゲリヲン新劇場版:破</td>\n",
       "      <td>8.6</td>\n",
       "      <td>7565</td>\n",
       "      <td>Rank 24</td>\n",
       "      <td>1话</td>\n",
       "      <td>2009年6月27日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                          标题                         外文标题   分数  \\\n",
       "0            0                        星际牛仔                    カウボーイビバップ  9.1   \n",
       "1            1        攻壳机动队 S.A.C. 2nd GIG         攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2            2   攻壳机动队 STAND ALONE COMPLEX    攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "3            3       CLANNAD ～AFTER STORY～                       没有外文标题  9.0   \n",
       "4            4                       攻壳机动队   GHOST IN THE SHELL / 攻殻機動隊  8.9   \n",
       "5            5         新世纪福音战士剧场版 Air/真心为你  新世紀エヴァンゲリオン劇場版 Air/まごころを、君に  8.9   \n",
       "6            6                     新世纪福音战士                  新世紀エヴァンゲリオン  8.9   \n",
       "7            7                    浪客剑心 追忆篇         るろうに剣心 -明治剣客浪漫譚- 追憶編  8.9   \n",
       "8            8  钢之炼金术师 FULLMETAL ALCHEMIST   鋼の錬金術師 FULLMETAL ALCHEMIST  8.8   \n",
       "9            9                        猫和老鼠                Tom and Jerry  8.8   \n",
       "10          10                   3月的狮子 第二季               3月のライオン 第2シリーズ  8.8   \n",
       "11          11                          白箱                    SHIROBAKO  8.8   \n",
       "12          12                      银河英雄传说                       銀河英雄伝説  8.8   \n",
       "13          13                        灌篮高手                       スラムダンク  8.8   \n",
       "14          14                         银魂'                          銀魂'  8.8   \n",
       "15          15                          银魂                           銀魂  8.7   \n",
       "16          16                          虫师                           蟲師  8.7   \n",
       "17          17                   攻壳机动队2 无罪                        イノセンス  8.7   \n",
       "18          18                        蓝色恐惧                 PERFECT BLUE  8.7   \n",
       "19          19            进击的巨人 第三季 Part.2        進撃の巨人 Season 3 Part.2  8.7   \n",
       "20          20                     凉宫春日的消失                     涼宮ハルヒの消失  8.6   \n",
       "21          21                        千年女优                         千年女優  8.6   \n",
       "22          22                  机动警察 和平保卫战       機動警察パトレイバー 2 the Movie  8.7   \n",
       "23          23                  福音战士新剧场版：破               ヱヴァンゲリヲン新劇場版:破  8.6   \n",
       "\n",
       "     评分人数       排名    集数                                               首播日期  \\\n",
       "0    8352   Rank 1   26话                                        1998年10月23日   \n",
       "1    4613   Rank 2   26话                                          2004年1月1日   \n",
       "2    5635   Rank 3   26话                                         2002年10月1日   \n",
       "3   12827   Rank 4   24话                                         2008年10月2日   \n",
       "4    4853   Rank 5    1话                                        1995年11月18日   \n",
       "5    7430   Rank 6    2话                                         1997年7月19日   \n",
       "6   14288   Rank 7   26话                                         1995年10月4日   \n",
       "7    3908   Rank 8    4话                                         1999年2月20日   \n",
       "8   11458   Rank 9   64话                                          2009年4月5日   \n",
       "9    4343  Rank 10  161话                                         1940年2月10日   \n",
       "10   3846  Rank 11   22话                                        2017年10月14日   \n",
       "11  10069  Rank 12   24话                                         2014年10月9日   \n",
       "12   1304  Rank 13  110话                                          1988年1月8日   \n",
       "13   6033  Rank 14  101话                                        1993年10月16日   \n",
       "14   8244  Rank 15   51话                                          2011年4月4日   \n",
       "15   7779  Rank 16  201话                                          2006年4月4日   \n",
       "16   6677  Rank 17   26话                                        2005年10月22日   \n",
       "17   3630  Rank 18    1话                                          2004年3月6日   \n",
       "18   4100  Rank 19    1话                                         1998年2月28日   \n",
       "19   5870  Rank 20   10话                                         2019年4月28日   \n",
       "20  10734  Rank 21    1话                                          2010年2月6日   \n",
       "21   5309  Rank 22    1话  2001年7月28日 (Fantasia International Film Festiv...   \n",
       "22   1263  Rank 23    1话                                          1993年8月7日   \n",
       "23   7565  Rank 24    1话                                         2009年6月27日   \n",
       "\n",
       "                                                  创作者  \n",
       "0                                 渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "1                                        神山健治 / 士郎正宗   \n",
       "2                                  神山健治 / 士郎正宗 / 下村一   \n",
       "3                     石原立也 / Key/Visual Art's / 池田和美   \n",
       "4                                  押井守 / 士郎正宗 / 沖浦啓之   \n",
       "5                                               创作者不明  \n",
       "6                               庵野秀明 / GAINAX / 貞本義行   \n",
       "7                               古橋一浩 / 和月伸宏 / 柳沢まさひで   \n",
       "8       入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀   \n",
       "9    William Hanna (1940–58) Joseph Barbera (1940–...  \n",
       "10                新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "11                          水島努 / 武蔵野アニメーション / 関口可奈味   \n",
       "12                田中芳樹 / 本木久年(1期)、久米一成(2期)、清水恵蔵(3期～)   \n",
       "13                                              井上雄彦   \n",
       "14                                              创作者不明  \n",
       "15                                高松信司 / 空知英秋 / 竹内進二   \n",
       "16                                長濵博史 / 漆原友紀 / 馬越嘉彦   \n",
       "17                                               押井守   \n",
       "18                                         今敏 / 竹内義和   \n",
       "19                               諫山創（別冊少年マガジン連載／講談社）   \n",
       "20                                 武本康弘 / 谷川流 / 池田晶子   \n",
       "21                                       今敏 / 本田雄、今敏   \n",
       "22                                               押井守   \n",
       "23                                              创作者不明  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['首播日期'].str.contains(\"()\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a2b7c17d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>星际牛仔</td>\n",
       "      <td>カウボーイビバップ</td>\n",
       "      <td>9.1</td>\n",
       "      <td>8352</td>\n",
       "      <td>Rank 1</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998年10月23日</td>\n",
       "      <td>渡辺信一郎 / 矢立肇 / 川元利浩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004年1月1日</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002年10月1日</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008年10月2日</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>攻壳机动队</td>\n",
       "      <td>GHOST IN THE SHELL / 攻殻機動隊</td>\n",
       "      <td>8.9</td>\n",
       "      <td>4853</td>\n",
       "      <td>Rank 5</td>\n",
       "      <td>1话</td>\n",
       "      <td>1995年11月18日</td>\n",
       "      <td>押井守 / 士郎正宗 / 沖浦啓之</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>新世纪福音战士剧场版 Air/真心为你</td>\n",
       "      <td>新世紀エヴァンゲリオン劇場版 Air/まごころを、君に</td>\n",
       "      <td>8.9</td>\n",
       "      <td>7430</td>\n",
       "      <td>Rank 6</td>\n",
       "      <td>2话</td>\n",
       "      <td>1997年7月19日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>新世纪福音战士</td>\n",
       "      <td>新世紀エヴァンゲリオン</td>\n",
       "      <td>8.9</td>\n",
       "      <td>14288</td>\n",
       "      <td>Rank 7</td>\n",
       "      <td>26话</td>\n",
       "      <td>1995年10月4日</td>\n",
       "      <td>庵野秀明 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>浪客剑心 追忆篇</td>\n",
       "      <td>るろうに剣心 -明治剣客浪漫譚- 追憶編</td>\n",
       "      <td>8.9</td>\n",
       "      <td>3908</td>\n",
       "      <td>Rank 8</td>\n",
       "      <td>4话</td>\n",
       "      <td>1999年2月20日</td>\n",
       "      <td>古橋一浩 / 和月伸宏 / 柳沢まさひで</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>猫和老鼠</td>\n",
       "      <td>Tom and Jerry</td>\n",
       "      <td>8.8</td>\n",
       "      <td>4343</td>\n",
       "      <td>Rank 10</td>\n",
       "      <td>161话</td>\n",
       "      <td>1940年2月10日</td>\n",
       "      <td>William Hanna (1940–58) Joseph Barbera (1940–...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017年10月14日</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>白箱</td>\n",
       "      <td>SHIROBAKO</td>\n",
       "      <td>8.8</td>\n",
       "      <td>10069</td>\n",
       "      <td>Rank 12</td>\n",
       "      <td>24话</td>\n",
       "      <td>2014年10月9日</td>\n",
       "      <td>水島努 / 武蔵野アニメーション / 関口可奈味</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>银河英雄传说</td>\n",
       "      <td>銀河英雄伝説</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1304</td>\n",
       "      <td>Rank 13</td>\n",
       "      <td>110话</td>\n",
       "      <td>1988年1月8日</td>\n",
       "      <td>田中芳樹 / 本木久年(1期)、久米一成(2期)、清水恵蔵(3期～)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>灌篮高手</td>\n",
       "      <td>スラムダンク</td>\n",
       "      <td>8.8</td>\n",
       "      <td>6033</td>\n",
       "      <td>Rank 14</td>\n",
       "      <td>101话</td>\n",
       "      <td>1993年10月16日</td>\n",
       "      <td>井上雄彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>银魂'</td>\n",
       "      <td>銀魂'</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8244</td>\n",
       "      <td>Rank 15</td>\n",
       "      <td>51话</td>\n",
       "      <td>2011年4月4日</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>虫师</td>\n",
       "      <td>蟲師</td>\n",
       "      <td>8.7</td>\n",
       "      <td>6677</td>\n",
       "      <td>Rank 17</td>\n",
       "      <td>26话</td>\n",
       "      <td>2005年10月22日</td>\n",
       "      <td>長濵博史 / 漆原友紀 / 馬越嘉彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>蓝色恐惧</td>\n",
       "      <td>PERFECT BLUE</td>\n",
       "      <td>8.7</td>\n",
       "      <td>4100</td>\n",
       "      <td>Rank 19</td>\n",
       "      <td>1话</td>\n",
       "      <td>1998年2月28日</td>\n",
       "      <td>今敏 / 竹内義和</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>进击的巨人 第三季 Part.2</td>\n",
       "      <td>進撃の巨人 Season 3 Part.2</td>\n",
       "      <td>8.7</td>\n",
       "      <td>5870</td>\n",
       "      <td>Rank 20</td>\n",
       "      <td>10话</td>\n",
       "      <td>2019年4月28日</td>\n",
       "      <td>諫山創（別冊少年マガジン連載／講談社）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>凉宫春日的消失</td>\n",
       "      <td>涼宮ハルヒの消失</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10734</td>\n",
       "      <td>Rank 21</td>\n",
       "      <td>1话</td>\n",
       "      <td>2010年2月6日</td>\n",
       "      <td>武本康弘 / 谷川流 / 池田晶子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>千年女优</td>\n",
       "      <td>千年女優</td>\n",
       "      <td>8.6</td>\n",
       "      <td>5309</td>\n",
       "      <td>Rank 22</td>\n",
       "      <td>1话</td>\n",
       "      <td>2001年7月28日 (Fantasia International Film Festiv...</td>\n",
       "      <td>今敏 / 本田雄、今敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>机动警察 和平保卫战</td>\n",
       "      <td>機動警察パトレイバー 2 the Movie</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1263</td>\n",
       "      <td>Rank 23</td>\n",
       "      <td>1话</td>\n",
       "      <td>1993年8月7日</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                         标题                         外文标题   分数  \\\n",
       "0            0                       星际牛仔                    カウボーイビバップ  9.1   \n",
       "1            1       攻壳机动队 S.A.C. 2nd GIG         攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2            2  攻壳机动队 STAND ALONE COMPLEX    攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "3            3      CLANNAD ～AFTER STORY～                       没有外文标题  9.0   \n",
       "4            4                      攻壳机动队   GHOST IN THE SHELL / 攻殻機動隊  8.9   \n",
       "5            5        新世纪福音战士剧场版 Air/真心为你  新世紀エヴァンゲリオン劇場版 Air/まごころを、君に  8.9   \n",
       "6            6                    新世纪福音战士                  新世紀エヴァンゲリオン  8.9   \n",
       "7            7                   浪客剑心 追忆篇         るろうに剣心 -明治剣客浪漫譚- 追憶編  8.9   \n",
       "9            9                       猫和老鼠                Tom and Jerry  8.8   \n",
       "10          10                  3月的狮子 第二季               3月のライオン 第2シリーズ  8.8   \n",
       "11          11                         白箱                    SHIROBAKO  8.8   \n",
       "12          12                     银河英雄传说                       銀河英雄伝説  8.8   \n",
       "13          13                       灌篮高手                       スラムダンク  8.8   \n",
       "14          14                        银魂'                          銀魂'  8.8   \n",
       "16          16                         虫师                           蟲師  8.7   \n",
       "18          18                       蓝色恐惧                 PERFECT BLUE  8.7   \n",
       "19          19           进击的巨人 第三季 Part.2        進撃の巨人 Season 3 Part.2  8.7   \n",
       "20          20                    凉宫春日的消失                     涼宮ハルヒの消失  8.6   \n",
       "21          21                       千年女优                         千年女優  8.6   \n",
       "22          22                 机动警察 和平保卫战       機動警察パトレイバー 2 the Movie  8.7   \n",
       "\n",
       "     评分人数       排名    集数                                               首播日期  \\\n",
       "0    8352   Rank 1   26话                                        1998年10月23日   \n",
       "1    4613   Rank 2   26话                                          2004年1月1日   \n",
       "2    5635   Rank 3   26话                                         2002年10月1日   \n",
       "3   12827   Rank 4   24话                                         2008年10月2日   \n",
       "4    4853   Rank 5    1话                                        1995年11月18日   \n",
       "5    7430   Rank 6    2话                                         1997年7月19日   \n",
       "6   14288   Rank 7   26话                                         1995年10月4日   \n",
       "7    3908   Rank 8    4话                                         1999年2月20日   \n",
       "9    4343  Rank 10  161话                                         1940年2月10日   \n",
       "10   3846  Rank 11   22话                                        2017年10月14日   \n",
       "11  10069  Rank 12   24话                                         2014年10月9日   \n",
       "12   1304  Rank 13  110话                                          1988年1月8日   \n",
       "13   6033  Rank 14  101话                                        1993年10月16日   \n",
       "14   8244  Rank 15   51话                                          2011年4月4日   \n",
       "16   6677  Rank 17   26话                                        2005年10月22日   \n",
       "18   4100  Rank 19    1话                                         1998年2月28日   \n",
       "19   5870  Rank 20   10话                                         2019年4月28日   \n",
       "20  10734  Rank 21    1话                                          2010年2月6日   \n",
       "21   5309  Rank 22    1话  2001年7月28日 (Fantasia International Film Festiv...   \n",
       "22   1263  Rank 23    1话                                          1993年8月7日   \n",
       "\n",
       "                                                  创作者  \n",
       "0                                 渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "1                                        神山健治 / 士郎正宗   \n",
       "2                                  神山健治 / 士郎正宗 / 下村一   \n",
       "3                     石原立也 / Key/Visual Art's / 池田和美   \n",
       "4                                  押井守 / 士郎正宗 / 沖浦啓之   \n",
       "5                                               创作者不明  \n",
       "6                               庵野秀明 / GAINAX / 貞本義行   \n",
       "7                               古橋一浩 / 和月伸宏 / 柳沢まさひで   \n",
       "9    William Hanna (1940–58) Joseph Barbera (1940–...  \n",
       "10                新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "11                          水島努 / 武蔵野アニメーション / 関口可奈味   \n",
       "12                田中芳樹 / 本木久年(1期)、久米一成(2期)、清水恵蔵(3期～)   \n",
       "13                                              井上雄彦   \n",
       "14                                              创作者不明  \n",
       "16                                長濵博史 / 漆原友紀 / 馬越嘉彦   \n",
       "18                                         今敏 / 竹内義和   \n",
       "19                               諫山創（別冊少年マガジン連載／講談社）   \n",
       "20                                 武本康弘 / 谷川流 / 池田晶子   \n",
       "21                                       今敏 / 本田雄、今敏   \n",
       "22                                               押井守   "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['首播日期'].str.contains(\"1\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b1ffed0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.strings.accessor.StringMethods at 0x1f47c3bd848>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['首播日期'].str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "382a7f95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998年10月23日\n",
      "2004年1月1日\n",
      "2002年10月1日\n",
      "2008年10月2日\n",
      "1995年11月18日\n",
      "1997年7月19日\n",
      "1995年10月4日\n",
      "1999年2月20日\n",
      "2009年4月5日\n",
      "1940年2月10日\n",
      "2017年10月14日\n",
      "2014年10月9日\n",
      "1988年1月8日\n",
      "1993年10月16日\n",
      "2011年4月4日\n",
      "2006年4月4日\n",
      "2005年10月22日\n",
      "2004年3月6日\n",
      "1998年2月28日\n",
      "2019年4月28日\n",
      "2010年2月6日\n",
      "2001年7月28日 (Fantasia International Film Festival)、2002年9月14日 (日本)\n",
      "1993年8月7日\n",
      "2009年6月27日\n"
     ]
    }
   ],
   "source": [
    "data['首播日期']=data['首播日期'].apply(lambda x:print(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3e1b3cf2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\project\\python_project\\albert\\venv\\lib\\site-packages\\pandas\\core\\strings\\accessor.py:101: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  return func(self, *args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0     None\n",
       "1     None\n",
       "2     None\n",
       "3     None\n",
       "4     None\n",
       "5     None\n",
       "6     None\n",
       "7     None\n",
       "8     None\n",
       "9     None\n",
       "10    None\n",
       "11    None\n",
       "12    None\n",
       "13    None\n",
       "14    None\n",
       "15    None\n",
       "16    None\n",
       "17    None\n",
       "18    None\n",
       "19    None\n",
       "20    None\n",
       "21    None\n",
       "22    None\n",
       "23    None\n",
       "Name: 首播日期, dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['首播日期'].str.contains(\"()\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "4bf57eae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>千年女优</td>\n",
       "      <td>千年女優</td>\n",
       "      <td>8.6</td>\n",
       "      <td>5309</td>\n",
       "      <td>Rank 22</td>\n",
       "      <td>1话</td>\n",
       "      <td>2001年7月28日 (Fantasia International Film Festiv...</td>\n",
       "      <td>今敏 / 本田雄、今敏</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0    标题  外文标题   分数  评分人数       排名  集数  \\\n",
       "21          21  千年女优  千年女優  8.6  5309  Rank 22  1话   \n",
       "\n",
       "                                                 首播日期            创作者  \n",
       "21  2001年7月28日 (Fantasia International Film Festiv...   今敏 / 本田雄、今敏   "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['首播日期'].str.contains('(',regex=False)]\n",
    "# https://www.cnblogs.com/shanger/p/13024301.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e419fbba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                           1998年10月23日\n",
       "1                                             2004年1月1日\n",
       "2                                            2002年10月1日\n",
       "3                                            2008年10月2日\n",
       "4                                           1995年11月18日\n",
       "5                                            1997年7月19日\n",
       "6                                            1995年10月4日\n",
       "7                                            1999年2月20日\n",
       "8                                             2009年4月5日\n",
       "9                                            1940年2月10日\n",
       "10                                          2017年10月14日\n",
       "11                                           2014年10月9日\n",
       "12                                            1988年1月8日\n",
       "13                                          1993年10月16日\n",
       "14                                            2011年4月4日\n",
       "15                                            2006年4月4日\n",
       "16                                          2005年10月22日\n",
       "17                                            2004年3月6日\n",
       "18                                           1998年2月28日\n",
       "19                                           2019年4月28日\n",
       "20                                            2010年2月6日\n",
       "21    2001年7月28日 (Fantasia International Film Festiv...\n",
       "22                                            1993年8月7日\n",
       "23                                           2009年6月27日\n",
       "Name: 首播日期, dtype: object"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['首播日期']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ac705171",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Unnamed: 0, 标题, 外文标题, 分数, 评分人数, 排名, 集数, 首播日期, 创作者]\n",
       "Index: []"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['首播日期'].str.contains(\"aa\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b1fde121",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998年10月23日\n",
      "2004年1月1日\n",
      "2002年10月1日\n",
      "2008年10月2日\n",
      "1995年11月18日\n",
      "1997年7月19日\n",
      "1995年10月4日\n",
      "1999年2月20日\n",
      "2009年4月5日\n",
      "1940年2月10日\n",
      "2017年10月14日\n",
      "2014年10月9日\n",
      "1988年1月8日\n",
      "1993年10月16日\n",
      "2011年4月4日\n",
      "2006年4月4日\n",
      "2005年10月22日\n",
      "2004年3月6日\n",
      "1998年2月28日\n",
      "2019年4月28日\n",
      "2010年2月6日\n",
      "2001年7月28日 (Fantasia International Film Festival)、2002年9月14日 (日本)\n",
      "1993年8月7日\n",
      "2009年6月27日\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0     None\n",
       "1     None\n",
       "2     None\n",
       "3     None\n",
       "4     None\n",
       "5     None\n",
       "6     None\n",
       "7     None\n",
       "8     None\n",
       "9     None\n",
       "10    None\n",
       "11    None\n",
       "12    None\n",
       "13    None\n",
       "14    None\n",
       "15    None\n",
       "16    None\n",
       "17    None\n",
       "18    None\n",
       "19    None\n",
       "20    None\n",
       "21    None\n",
       "22    None\n",
       "23    None\n",
       "Name: 首播日期, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"首播日期\"].apply(lambda x:print(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "faa042bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                           1998年10月23日\n",
       "1                                             2004年1月1日\n",
       "2                                            2002年10月1日\n",
       "3                                            2008年10月2日\n",
       "4                                           1995年11月18日\n",
       "5                                            1997年7月19日\n",
       "6                                            1995年10月4日\n",
       "7                                            1999年2月20日\n",
       "8                                             2009年4月5日\n",
       "9                                            1940年2月10日\n",
       "10                                          2017年10月14日\n",
       "11                                           2014年10月9日\n",
       "12                                            1988年1月8日\n",
       "13                                          1993年10月16日\n",
       "14                                            2011年4月4日\n",
       "15                                            2006年4月4日\n",
       "16                                          2005年10月22日\n",
       "17                                            2004年3月6日\n",
       "18                                           1998年2月28日\n",
       "19                                           2019年4月28日\n",
       "20                                            2010年2月6日\n",
       "21    2001年7月28日 (Fantasia International Film Festiv...\n",
       "22                                            1993年8月7日\n",
       "23                                           2009年6月27日\n",
       "Name: 首播日期, dtype: object"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"首播日期\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8114e6f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1998年10月23日'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"首播日期\"][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "6bb25cbf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2001年7月28日\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "# https://www.cnblogs.com/guxingy/p/12890053.html\n",
    "# UnboundLocalError: local variable 'strdate' referenced before assignment\n",
    "\n",
    "def move_not_date_form(string):\n",
    "#     str1='访客-2020-03-22 235119.xlsx'\n",
    "    if not string.find(\"(\"):\n",
    "        return string\n",
    "    m = re.search(\"(\\d{4}年\\d{1,2}月\\d{1,2}日)\", string)\n",
    "#     print(type(m))\n",
    "    try:\n",
    "        strdate = m.group(1)\n",
    "    except AttributeError:\n",
    "        print(string)\n",
    "        raise\n",
    "\n",
    "#     print(strdate)\n",
    "    return strdate\n",
    "\n",
    "str1=\"2001年7月28日 (Fantasia International Film Festiv...\t\"\n",
    "print(move_not_date_form(str1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "132b7d85",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from itertools import takewhile\n",
    "\n",
    "\n",
    "def get_front_num(string):\n",
    "    # https://blog.csdn.net/weixin_35949386/article/details/114913828\n",
    "    res = ''.join(takewhile(str.isdigit, string))\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "f69a5921",
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"首播日期\"]=data[\"首播日期\"].apply(lambda x:get_front_num(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "dc2b11da",
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"首播日期\"]=data[\"首播日期\"].apply(lambda x:int(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "05c5b842",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004-01-01</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002-10-01</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008-10-02</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>钢之炼金术师 FULLMETAL ALCHEMIST</td>\n",
       "      <td>鋼の錬金術師 FULLMETAL ALCHEMIST</td>\n",
       "      <td>8.8</td>\n",
       "      <td>11458</td>\n",
       "      <td>Rank 9</td>\n",
       "      <td>64话</td>\n",
       "      <td>2009-04-05</td>\n",
       "      <td>入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017-10-14</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>白箱</td>\n",
       "      <td>SHIROBAKO</td>\n",
       "      <td>8.8</td>\n",
       "      <td>10069</td>\n",
       "      <td>Rank 12</td>\n",
       "      <td>24话</td>\n",
       "      <td>2014-10-09</td>\n",
       "      <td>水島努 / 武蔵野アニメーション / 関口可奈味</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>银魂'</td>\n",
       "      <td>銀魂'</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8244</td>\n",
       "      <td>Rank 15</td>\n",
       "      <td>51话</td>\n",
       "      <td>2011-04-04</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>银魂</td>\n",
       "      <td>銀魂</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7779</td>\n",
       "      <td>Rank 16</td>\n",
       "      <td>201话</td>\n",
       "      <td>2006-04-04</td>\n",
       "      <td>高松信司 / 空知英秋 / 竹内進二</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>虫师</td>\n",
       "      <td>蟲師</td>\n",
       "      <td>8.7</td>\n",
       "      <td>6677</td>\n",
       "      <td>Rank 17</td>\n",
       "      <td>26话</td>\n",
       "      <td>2005-10-22</td>\n",
       "      <td>長濵博史 / 漆原友紀 / 馬越嘉彦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>攻壳机动队2 无罪</td>\n",
       "      <td>イノセンス</td>\n",
       "      <td>8.7</td>\n",
       "      <td>3630</td>\n",
       "      <td>Rank 18</td>\n",
       "      <td>1话</td>\n",
       "      <td>2004-03-06</td>\n",
       "      <td>押井守</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>进击的巨人 第三季 Part.2</td>\n",
       "      <td>進撃の巨人 Season 3 Part.2</td>\n",
       "      <td>8.7</td>\n",
       "      <td>5870</td>\n",
       "      <td>Rank 20</td>\n",
       "      <td>10话</td>\n",
       "      <td>2019-04-28</td>\n",
       "      <td>諫山創（別冊少年マガジン連載／講談社）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>凉宫春日的消失</td>\n",
       "      <td>涼宮ハルヒの消失</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10734</td>\n",
       "      <td>Rank 21</td>\n",
       "      <td>1话</td>\n",
       "      <td>2010-02-06</td>\n",
       "      <td>武本康弘 / 谷川流 / 池田晶子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>千年女优</td>\n",
       "      <td>千年女優</td>\n",
       "      <td>8.6</td>\n",
       "      <td>5309</td>\n",
       "      <td>Rank 22</td>\n",
       "      <td>1话</td>\n",
       "      <td>2001-07-28</td>\n",
       "      <td>今敏 / 本田雄、今敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>福音战士新剧场版：破</td>\n",
       "      <td>ヱヴァンゲリヲン新劇場版:破</td>\n",
       "      <td>8.6</td>\n",
       "      <td>7565</td>\n",
       "      <td>Rank 24</td>\n",
       "      <td>1话</td>\n",
       "      <td>2009-06-27</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                          标题                        外文标题   分数  \\\n",
       "1            1        攻壳机动队 S.A.C. 2nd GIG        攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2            2   攻壳机动队 STAND ALONE COMPLEX   攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "3            3       CLANNAD ～AFTER STORY～                      没有外文标题  9.0   \n",
       "8            8  钢之炼金术师 FULLMETAL ALCHEMIST  鋼の錬金術師 FULLMETAL ALCHEMIST  8.8   \n",
       "10          10                   3月的狮子 第二季              3月のライオン 第2シリーズ  8.8   \n",
       "11          11                          白箱                   SHIROBAKO  8.8   \n",
       "14          14                         银魂'                         銀魂'  8.8   \n",
       "15          15                          银魂                          銀魂  8.7   \n",
       "16          16                          虫师                          蟲師  8.7   \n",
       "17          17                   攻壳机动队2 无罪                       イノセンス  8.7   \n",
       "19          19            进击的巨人 第三季 Part.2       進撃の巨人 Season 3 Part.2  8.7   \n",
       "20          20                     凉宫春日的消失                    涼宮ハルヒの消失  8.6   \n",
       "21          21                        千年女优                        千年女優  8.6   \n",
       "23          23                  福音战士新剧场版：破              ヱヴァンゲリヲン新劇場版:破  8.6   \n",
       "\n",
       "     评分人数       排名    集数       首播日期  \\\n",
       "1    4613   Rank 2   26话 2004-01-01   \n",
       "2    5635   Rank 3   26话 2002-10-01   \n",
       "3   12827   Rank 4   24话 2008-10-02   \n",
       "8   11458   Rank 9   64话 2009-04-05   \n",
       "10   3846  Rank 11   22话 2017-10-14   \n",
       "11  10069  Rank 12   24话 2014-10-09   \n",
       "14   8244  Rank 15   51话 2011-04-04   \n",
       "15   7779  Rank 16  201话 2006-04-04   \n",
       "16   6677  Rank 17   26话 2005-10-22   \n",
       "17   3630  Rank 18    1话 2004-03-06   \n",
       "19   5870  Rank 20   10话 2019-04-28   \n",
       "20  10734  Rank 21    1话 2010-02-06   \n",
       "21   5309  Rank 22    1话 2001-07-28   \n",
       "23   7565  Rank 24    1话 2009-06-27   \n",
       "\n",
       "                                               创作者  \n",
       "1                                     神山健治 / 士郎正宗   \n",
       "2                               神山健治 / 士郎正宗 / 下村一   \n",
       "3                  石原立也 / Key/Visual Art's / 池田和美   \n",
       "8    入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀   \n",
       "10             新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "11                       水島努 / 武蔵野アニメーション / 関口可奈味   \n",
       "14                                           创作者不明  \n",
       "15                             高松信司 / 空知英秋 / 竹内進二   \n",
       "16                             長濵博史 / 漆原友紀 / 馬越嘉彦   \n",
       "17                                            押井守   \n",
       "19                            諫山創（別冊少年マガジン連載／講談社）   \n",
       "20                              武本康弘 / 谷川流 / 池田晶子   \n",
       "21                                    今敏 / 本田雄、今敏   \n",
       "23                                           创作者不明  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data[\"首播日期\"]>=y_2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "62b3c477",
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
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       "      <td>2004</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>钢之炼金术师 FULLMETAL ALCHEMIST</td>\n",
       "      <td>鋼の錬金術師 FULLMETAL ALCHEMIST</td>\n",
       "      <td>8.8</td>\n",
       "      <td>11458</td>\n",
       "      <td>Rank 9</td>\n",
       "      <td>64话</td>\n",
       "      <td>2009</td>\n",
       "      <td>入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>17</td>\n",
       "      <td>光之美少女</td>\n",
       "      <td>ふたりはプリキュア</td>\n",
       "      <td>7.4</td>\n",
       "      <td>327</td>\n",
       "      <td>Rank 1170</td>\n",
       "      <td>49话</td>\n",
       "      <td>2004</td>\n",
       "      <td>西尾大介 / 東堂いづみ / 稲上晃</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>18</td>\n",
       "      <td>正义联盟：闪点悖论</td>\n",
       "      <td>Justice League: The Flashpoint Paradox</td>\n",
       "      <td>7.4</td>\n",
       "      <td>136</td>\n",
       "      <td>Rank 1171</td>\n",
       "      <td>1话</td>\n",
       "      <td>2013</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>20</td>\n",
       "      <td>安倍桥魔法☆商店街</td>\n",
       "      <td>アベノ橋魔法☆商店街</td>\n",
       "      <td>7.4</td>\n",
       "      <td>488</td>\n",
       "      <td>Rank 1173</td>\n",
       "      <td>13话</td>\n",
       "      <td>2002</td>\n",
       "      <td>山賀博之 / GAINAX / 平松禎史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>21</td>\n",
       "      <td>装甲骑兵 佩鲁森档案</td>\n",
       "      <td>装甲騎兵ボトムズ ペールゼン・ファイルズ</td>\n",
       "      <td>7.4</td>\n",
       "      <td>118</td>\n",
       "      <td>Rank 1174</td>\n",
       "      <td>12话</td>\n",
       "      <td>2007</td>\n",
       "      <td>高橋良輔 / 矢立肇、高橋良輔 / 塩山紀生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>22</td>\n",
       "      <td>Fresh 光之美少女！</td>\n",
       "      <td>フレッシュプリキュア!</td>\n",
       "      <td>7.4</td>\n",
       "      <td>224</td>\n",
       "      <td>Rank 1175</td>\n",
       "      <td>50话</td>\n",
       "      <td>2009</td>\n",
       "      <td>志水淳児 / 香川久</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>940 rows × 9 columns</p>\n",
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      ],
      "text/plain": [
       "      Unnamed: 0                          标题  \\\n",
       "1              1        攻壳机动队 S.A.C. 2nd GIG   \n",
       "2              2   攻壳机动队 STAND ALONE COMPLEX   \n",
       "3              3       CLANNAD ～AFTER STORY～   \n",
       "8              8  钢之炼金术师 FULLMETAL ALCHEMIST   \n",
       "10            10                   3月的狮子 第二季   \n",
       "...          ...                         ...   \n",
       "1169          17                       光之美少女   \n",
       "1170          18                   正义联盟：闪点悖论   \n",
       "1172          20                   安倍桥魔法☆商店街   \n",
       "1173          21                  装甲骑兵 佩鲁森档案   \n",
       "1174          22                Fresh 光之美少女！   \n",
       "\n",
       "                                        外文标题   分数   评分人数         排名   集数  \\\n",
       "1                       攻殻機動隊 S.A.C. 2nd GIG  9.1   4613     Rank 2  26话   \n",
       "2                  攻殻機動隊 STAND ALONE COMPLEX  9.1   5635     Rank 3  26话   \n",
       "3                                     没有外文标题  9.0  12827     Rank 4  24话   \n",
       "8                 鋼の錬金術師 FULLMETAL ALCHEMIST  8.8  11458     Rank 9  64话   \n",
       "10                            3月のライオン 第2シリーズ  8.8   3846    Rank 11  22话   \n",
       "...                                      ...  ...    ...        ...  ...   \n",
       "1169                               ふたりはプリキュア  7.4    327  Rank 1170  49话   \n",
       "1170  Justice League: The Flashpoint Paradox  7.4    136  Rank 1171   1话   \n",
       "1172                              アベノ橋魔法☆商店街  7.4    488  Rank 1173  13话   \n",
       "1173                    装甲騎兵ボトムズ ペールゼン・ファイルズ  7.4    118  Rank 1174  12话   \n",
       "1174                             フレッシュプリキュア!  7.4    224  Rank 1175  50话   \n",
       "\n",
       "      首播日期                                             创作者  \n",
       "1     2004                                    神山健治 / 士郎正宗   \n",
       "2     2002                              神山健治 / 士郎正宗 / 下村一   \n",
       "3     2008                 石原立也 / Key/Visual Art's / 池田和美   \n",
       "8     2009   入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀   \n",
       "10    2017             新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "...    ...                                             ...  \n",
       "1169  2004                             西尾大介 / 東堂いづみ / 稲上晃   \n",
       "1170  2013                                           创作者不明  \n",
       "1172  2002                           山賀博之 / GAINAX / 平松禎史   \n",
       "1173  2007                         高橋良輔 / 矢立肇、高橋良輔 / 塩山紀生   \n",
       "1174  2009                                     志水淳児 / 香川久   \n",
       "\n",
       "[940 rows x 9 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data[\"首播日期\"]>=2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "8aff1f37",
   "metadata": {},
   "outputs": [],
   "source": [
    "after_2000=data[data[\"首播日期\"]>=2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "853fb0cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "before_2000=data[data[\"首播日期\"]<2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "daa8a2eb",
   "metadata": {},
   "outputs": [
    {
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       "      <td>创作者不明</td>\n",
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       "      <td>创作者不明</td>\n",
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       "      Unnamed: 0                   标题                         外文标题   分数  \\\n",
       "0              0                 星际牛仔                    カウボーイビバップ  9.1   \n",
       "4              4                攻壳机动队   GHOST IN THE SHELL / 攻殻機動隊  8.9   \n",
       "5              5  新世纪福音战士剧场版 Air/真心为你  新世紀エヴァンゲリオン劇場版 Air/まごころを、君に  8.9   \n",
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       "...          ...                  ...                          ...  ...   \n",
       "1156           4              大雄与云之王国               ドラえもん のび太と雲の王国  7.4   \n",
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       "1167          15              大雄的天方夜谭           ドラえもん のび太のドラビアンナイト  7.4   \n",
       "1171          19                  曙光Q                      トワイライトQ  7.4   \n",
       "1175          23                 黑猫警长                       没有外文标题  7.4   \n",
       "\n",
       "       评分人数         排名   集数  首播日期                        创作者  \n",
       "0      8352     Rank 1  26话  1998        渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "4      4853     Rank 5   1话  1995         押井守 / 士郎正宗 / 沖浦啓之   \n",
       "5      7430     Rank 6   2话  1997                      创作者不明  \n",
       "6     14288     Rank 7  26话  1995      庵野秀明 / GAINAX / 貞本義行   \n",
       "7      3908     Rank 8   4话  1999      古橋一浩 / 和月伸宏 / 柳沢まさひで   \n",
       "...     ...        ...  ...   ...                        ...  \n",
       "1156    245  Rank 1157   1话  1992                      创作者不明  \n",
       "1158    657  Rank 1159  37话  1991        福田己津央 / 矢立肇 / 吉松孝博   \n",
       "1167    207  Rank 1168   1话  1991                      创作者不明  \n",
       "1171    182  Rank 1172   2话  1987                      创作者不明  \n",
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   "execution_count": 92,
   "id": "4975d966",
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   "outputs": [
    {
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       "<bound method NDFrame.head of       Unnamed: 0                   标题                         外文标题   分数  \\\n",
       "0              0                 星际牛仔                    カウボーイビバップ  9.1   \n",
       "4              4                攻壳机动队   GHOST IN THE SHELL / 攻殻機動隊  8.9   \n",
       "5              5  新世纪福音战士剧场版 Air/真心为你  新世紀エヴァンゲリオン劇場版 Air/まごころを、君に  8.9   \n",
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       "...          ...                  ...                          ...  ...   \n",
       "1156           4              大雄与云之王国               ドラえもん のび太と雲の王国  7.4   \n",
       "1158           6               高智能方程式             新世紀GPXサイバーフォーミュラ  7.4   \n",
       "1167          15              大雄的天方夜谭           ドラえもん のび太のドラビアンナイト  7.4   \n",
       "1171          19                  曙光Q                      トワイライトQ  7.4   \n",
       "1175          23                 黑猫警长                       没有外文标题  7.4   \n",
       "\n",
       "       评分人数         排名   集数  首播日期                        创作者  \n",
       "0      8352     Rank 1  26话  1998        渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "4      4853     Rank 5   1话  1995         押井守 / 士郎正宗 / 沖浦啓之   \n",
       "5      7430     Rank 6   2话  1997                      创作者不明  \n",
       "6     14288     Rank 7  26话  1995      庵野秀明 / GAINAX / 貞本義行   \n",
       "7      3908     Rank 8   4话  1999      古橋一浩 / 和月伸宏 / 柳沢まさひで   \n",
       "...     ...        ...  ...   ...                        ...  \n",
       "1156    245  Rank 1157   1话  1992                      创作者不明  \n",
       "1158    657  Rank 1159  37话  1991        福田己津央 / 矢立肇 / 吉松孝博   \n",
       "1167    207  Rank 1168   1话  1991                      创作者不明  \n",
       "1171    182  Rank 1172   2话  1987                      创作者不明  \n",
       "1175   1202  Rank 1176   5话  1984   戴铁郎、范马迪、熊南清 / 诸志祥 / 顾建国   \n",
       "\n",
       "[236 rows x 9 columns]>"
      ]
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     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
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  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "3ff1d10d",
   "metadata": {},
   "outputs": [
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       "5           5  新世纪福音战士剧场版 Air/真心为你  新世紀エヴァンゲリオン劇場版 Air/まごころを、君に  8.9   7430   \n",
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       "7           7             浪客剑心 追忆篇         るろうに剣心 -明治剣客浪漫譚- 追憶編  8.9   3908   \n",
       "\n",
       "       排名   集数  首播日期                     创作者  \n",
       "0  Rank 1  26话  1998     渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "4  Rank 5   1话  1995      押井守 / 士郎正宗 / 沖浦啓之   \n",
       "5  Rank 6   2话  1997                   创作者不明  \n",
       "6  Rank 7  26话  1995   庵野秀明 / GAINAX / 貞本義行   \n",
       "7  Rank 8   4话  1999   古橋一浩 / 和月伸宏 / 柳沢まさひで   "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "before_2000.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "d8b883d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f47e8d0d08>]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JEdlu/2w8P92fHd68oYm0gWff6Cz52rFEiscOtAMwatetL4ZEurRI3rF3plJ6PjED2/8l7X4OTSLyzgtgLlT5VJSLhUJh3/uBh40xW4FqEdmSp837gM8ZY24HzgJvAzYBXzfGbLN/9s9or2eZTUtqqa+MsP210kV++2sdDI4lWdVQyUiiBJFPlubJZ4qMldxFV6CnE8k7wj0wlpiwzVyq168oFwuFRL4bWC8idcAy4GRuA2PMF4wxT9i/NgIdwPXA3SKyU0S+JiLz2vsPBIRb1jWy/bWOkq2GR15uo6Eqym2XNjESK0HkU6XZNe7k6RQENFNquORLM8+3+zs0Nlkkb41fI3lFmT0KifxOYC3wUaAV6J2ooYjcACwwxvwEeBG4xRhzM9AHvH2Caz4kIrtFZHdnZ+lR8myybUMTvSMJ9p3uK9jW8bj7RxI81drBnZtbqC4LE0+l3ai54D1KnHh17jsVvzs+A9v/OddOatfE7UheRV5RZo1CIv8p4DeMMfdiifwH8zUSkYXAPwD32IdeMca0259bsV4U4zDGPGiM2WKM2dLYOHF+9VzgTWsbCAhsb+0o2Nbx3r9/oJ14Ks3/uHIJFZEgQNGWjRMZJ4u1a6axajU5A9k1iSI8+SH15BVl1ikk8hXARhEJAtcB4/51ikgE+AbwB8YYJ8H8IRHZbF93N7BvBvt8QairiHD18gU8XYQvP5KwxOyRvWdY3VDJpqW1VEQsx6pYy8YRzXiJds1URD4xA558yvXkC0+8aiSvKLNHIZH/NPAg0A8sBHaJyH05bX4VuAb4hJ1J8x7gXuAhYC/wvDHmyRnt9QXi1g1N7D/TT8fg2KTtRuIp2vpG2XWsh7uuXIKIZCL5eHFplKXmyaemsaApPgPZNU4K5eSefHLaz1EUpTQmnRA1xrwAXJ5z+JWcNvcD9+e5fNP0ujb3uHV9E3/1w9d45rVOfn7LsgnbjcRSPHHwHMbAXVcuBvCIfLGRfGl2jcN0smuMAWMMMoU8zEwK5cTZNWrXKMrsM6+zXmabS1uqaa6Jcu9/H+Sfnj48YbvheJLv7mvjquV1rGyoBHDtmtzFQj840M4TBzv4m3dvzjpeql3jkBsl/+439nLn5sXcur5pwmu83xbSBoJTyLVPThDJH+8a5o8ePcAX33+N+4JTu0ZRZg8V+RIQET55x2U8eehc3vMLKyO8dLKPkz0jtPWN8o5Ni7POAXTnrJr95x8f58XjPfzVuzYR8FTDnGoVSq9dMxJP8q2XztBYFS0g8plrUmkzripnMTiR/GCOyO8+0cuON7o42TOikbyiXABU5Evkzs2LuXPz4rznUmnDFX/yQ1rbB0mkTFYNl5baMgDa+zN+fv9ogj0nejEGBmNJasvD7rlMnnyJdo0nku8YiAGFvw1kR/JTE2Dn5TKY801lyF4clUganXhVlAuA1q6ZQYIBYV1zFa1nB0ik0lk7TtVVhCkLB2jvG3WP7XyjK5OVMprtZSc8ee+liKK3bcdgLOteE+E9P9Vc+cQEi6Gc6D2eSruLoXTiVVFmDxX5GWbDohpazw6SSKWJeIqFiQgtteW0D2Qi+adfy+Tc943kF3nI1LEpBq+AnrOfVWjyNsuumWYkn5sn79g3iVTaXQylBcoUZfZQkZ9hNrRU0zMcJ23GV4RsqS1zI/l02rD9tQ7XxukfF8mbvJ8L4X0fOCJfyK7xnp+qleK8iAZzatc49k3/aALn/aEiryizh4r8DLN+UbX7OXeD8EW1ZZy1PfkDbf10DcX5WdvfHy/yGeEtthQCZEfina5dM7moJmfArpkoknfsm37PNxWdeFWU2UNFfobZsKjG/RzJieQX15ZzbjBGKm14urUTEdxJ3MlEvpQ0Sm8knrFrCnnymWumqr+OJZSbXeOIft9oJqtIJ14VZfZQkZ9hFlZGaK6xdoDKtWsW1ZaRShs6B2M8/VoHm5fWsabR2npwMpEvxa5JZYl86ROvU82uce4RS6bdAm2QsW96PZG8TrwqyuyhIn8eWG9H87l2zeI6y38/cKaffaf7uHV9E2XhAJFgYHJPvsB2eVl2izeFctDx5AtNvM6cXQPZlo0T2feNxPO2VRTl/KIifx641Pblx0XyNeUA/OfuUxgDt25oRESoKQ9P7skXyK7x7plq8uTJF3pJ5C6GmgqJVJrqqLXswptG6do13kheRV5RZg0V+fPAhhZH5PNH8k8cPEdDVYQrFtcCUFse4mTPMHtO9LDnRA/HuoZJpNLuVn5xe7/XM32j4zYZt857I3Hrz+FY0s1sKfSSSKTShOxVrrl2TfdQjLEJyiO392f6k0obaiusxVyDnvo1mUheRV5RLgQq8ueBTUvrEIEFFZGs47XlYepsIXzzhia3jMGi2jJ+fLibd97/PO+8/3lu+9wzdA/FqQhbRc0SqTStZwe4+bNP8dyR7nHP80byTi66sxAKirFrDFF7dW6uAN/9hef4+x+9Me6aPSd6ueHTT/Gtl6xNyhNp45ZucCJ5Y4wbyfeqXaMoFwQta3AeWNNYxY9+9xZW1ldmHRcRvvXhGznTN8qVy+rc43/77itpPTsIwHNHunngmSN0D8dprI4yHE+RTKd54fUejIFjXcPcdElD1n1jyUykvf90P+/esowOO7OmLBwowq5JEw0HGY6nsrJrxhIpTvaMcMazStdh1zHrZfP6OavfqbShzn6pOdH7WCLtCroTyZeFA5pCqSiziIr8eWK1nTWT73juuaaaMppqLCvHW4rYKU8cTxp2HesBoGsoRi5eu+alk9YOjefsSH7pgoqi7JrKiPUNw2vXODn9uSUXAM7Z55pqyjDGWCJv195xonevbeOkUFaXhTWFUlFmEbVr5hiOsAOU23ZNLJnixeOWyHcPxcdd49g1GxZV03p2kJF40o3kl9SVF7EYylBmP8trpTjF1HJz3yGTntlQFXHvv8D15JPjrhtLpN1MIk2hVJTZQ0V+jlEZDXo+W1+0Xm0bcLNv8kXyjshfv7qeVNqw71Q/HYMxoqEA9VWRrEg/F2MMcduugVyRt2yafCJ/1lODx7nGsWscTz63WFlVNEQgoJ68oswmKvJzjPJwxkFzovodb1j7yi5fWDGByFsWz/Wr6wHLsjk3MEZzTRmRYGBSu8bxx52JV69dk4nkx9s1zjcFYzJ1a6qiIUIBcdvnljiojIYIBQIq8ooyi6jIzzG8kbwj8i+d6GPpgnI2Lq2laxK7pqkmyurGSl62Rb6pOko4GJjUrnHy8cvC47NrnEg+3+bcTiSfNoaUff9QUKgqC2U8+ZzrKiMhAqKRvKLMJiryc4xyjydfaW8ZGE+luXbVQhqronQNTjzxGg0FuHr5Al462UfHQIzmmjJCQZk0u8Z5AURD1nPzTbwOxZJZwmyMcbNw0p5IPhQMUBUNuTZN7jeAKo3kFWXWUZGfYzh7wUK24F+/qp6GqgiDseS4xUmxHJHvGY5ztGuYppookWBg0gJnTiSfsWsy59r6Mr6713rxLmxK25k1AOGAUBUNuROvzjVOobbKaJBAQHTiVVFmERX5OYaTUQPZmTbXrV5IQ5VV+CzXl89E8kGuXlHnHm+qLiMcnDwvPWPX5J94dcTfG5W39Wfy5o0xbgXKYECoKQtnPHk7oncWgFXYnr1G8ooyexQUeRFZICKPicgOEXlgknZfEZHnROSTkx1TJse7ibYT1S+qKWP5wgpX5HPTKJ2J12gowNqmTD375hrLk0+lzYTC6gi048k7OexjiRS9IwnWNls5/V5//axnn9q0ybwowsFAlic/FEtSFg64L6uqSMiK5FXkFWXWKCaSfz/wsDFmK1AtIltyG4jIzwFBY8yNwGIRWZvv2Iz2/CLAmYS9dtVCRISGakvk//bJ1/mDb73i/jilBSKhAMGAuKLqePIADz57NH/dm9xI3m7jZNass18a3gVRbR6RNyYT/Qdtu8aJ4AfGklRFw4RcuyZEsIiJV2MMX3r2KL3DcR56/jhteVbcKopSHMWseO0G1otIHbAMOJmnzTbgG/bnp4CbgavyHMsqgiIiHwI+BLB8+fLSeu5j7rpyMS8e6+GaFQt407pG3nXNUgDWNFayvrmag20DHGwbyLrm6uV1VNl59X/2s5fz4LNH2bCo2m332R+0cteVi1lcV551Xa4n7wiwk1mzzq6o6Y3kT/eOuJ/TxriTt+Gc7JozfaM0VUdxJL0qGixq4vWlk738xWOH+O/97ew71cd/vHiK7310a6G/NkVR8lCMyO8E7gA+CrQCvXnaVAJn7M8DwCUTHMvCGPMg8CDAli1b9Du8zeffe5X7+d/uudb9XF0W5oe/86aC1//8lmX8/JZlQHYlzK6h2DiRz9g12dk17fak6zrHrvGUKDjWOUxdRZi+kYRb0gAgGAhQHQ0xMJbEGMOBM/3cdmkTr9l1eSqLXAzlTCSf82T3KIoyNYqxaz4F/IYx5l4skf9gnjZDgKMeVfZ98x1TZpmQp6Z93ro34yJ567iTB+94/N5I/nj3sLujVXYKpVBdFiKeTHO8e4Se4Tgbl9Rm2TWhQPFlDbxev6IoU6OYfz0VwEYRCQLXAfn+he7BsmMANgPHJzimzDLefWa7BscvpEp4MnMgE8m39Y2yoCJMk72VoSPy6bThRPcIqxsq3fZOZB6yPXmA5+2SyBuX1rnfJtwUyiInXp2sody9chVFKZ5i7JpPA/8CrACeB3aJyH3GGG/GzCPADhFZDPwMcD3WyyD3mDLLhEMZu6YzTyTvpFfmZtec7R9jUW050VCQSCjgTry2D4wRS6bdSpre7JpQIEBVmZUu+fzRbkIBYcOiajcSr4yUlkIZcyL5kIq8okyVgiJvjHkBuDzn8Cs5bQZEZBtwO/CXxph+gHzHlNklFCjSrsnJrmnrH2NxrVX+uKYs5JY2ON41DMDqRiuS93ry4WB2JL+2uZqycNCNxKuiIQJShMjbp91JYY3kFWXKzNi/HmNMrzHmG8aYs5MdU2aXcJYnP5ldMz67ZpEt8tWeBU7HbJFf05ixa7IXQ4XsZ8XYtMTa3jDk2jUhgkVMvDovGse6934bURSlNHTTEJ8T8Qhkd55IPpEnu2Y0nqJvJOFm4tSUhVxP/njXMNFQgJbacrt99gRpsCzzvCuW1rrHofiJ10ROGQb15BVl6qjI+5xwgewapwxxpqxBJkd+UU0mkh+wI/nj3cOsrK90V+ams1IohYpQphTDRjuSz7JrAlJwZ6jcqpkR9eQVZcrovx6fk+3Jj7dr4jl2TTpt3LIFLXWOyGci+WNdw6xsqCAglshb9eSzF0NZz7UmXSFj11REg4QCUnCP13GRvOfFoShKaajI+xyvXdM7EieZI6CZUsOZTUOcsgWOJWOJfIJU2nCqZ5SVDZU4JXasiVfrnsFAgBo7u2adPekKZGXXFDPxqnaNoswcatf4nKgnCjYGLv3jHyBkhN/xx6vtCPwTjxxwz7VkTbwmaesbJZ5Ks6q+0o3kLU8+kycfDVn7uDpWDVhWUGUkSDAgRU28jrdrrGd9Z18bH/36yxy6921ZZZhPdo/wpr96mu/81k1sWlpX8O/k3Q88z9KF5Xzu3VcWbDsZO97o5C++d4hHf+sm9+/5TN8ov/TlXfzbPdeybGHFtO6vKDOBirzP2bComj/4mQ1cs2IBz77RNS5KBlhcW8aaxir+9M7LOGdvSrK6odKNxGvKwozEUxzuGAJgZUMltsZnL4YKCiLC3//CVVy+uMa9/6/csJIb7K0Jg9OYeP2rH7YCcG5gjJX2YiyAJw6dA+BbL50pSuRfON7DC8eZtsh/75V2Ws8O0j+SoKnG+rvaf7qfY13DHGofUJFX5gQq8j4nFAzw67esAWDLyoWTtv3ATavyHnei/P1nrKUOqxoqEU8kn/QshgJ42xWLsq5fXl/B8npL8IqK5HN2snLKIjhb1UpORmXSze6Z3VTLl05aZZy8m7J0DFpWV//o+H1xFeVCoGanUhBH5F853U9FJEiTXfI4IJYn761CWYhiqlBONDHrlFyIJ3PnFWa/xs3AWII37G82SY+9dG5ARV6ZW6jIKwWptidT95/pY0V9JooPiIxLoSxEQAqnUOZuV+iIu/OcsUQ6p71jF83e/857T/a5i7W89lLHgGV3qcgrcwUVeaUgzirWcwMxVjVkfGZL5DNVKIuJpEPBIlIok9nnHTF1xN7ZCcttn3IKmc2eXeNYNZD9UnLmNFTklbmCirxSkJrysPt5ZX1mwlPEnnhNlRbJF5p4dRZoOTji7rwbciN5x5OfzUVTL53s8zw/M54OtWuUOYaKvFIQx5MHsrJaAiJZi6FCRYh8MROvhe2a3Ejeef7s/O+cThtePtnL0gXl9vO9E68ayStzCxV5pSCOJw9WZo1DQCzBS6XTBAPievWTESxi4nVCuybt2DW5nvzsliQ+0jnE4FiSa1ctzHp+LJmiZ9haVawir8wVVOSVgmRF8vU5kTyWXVFMFA8QdFIvJxH68XaN9adj8+RG8pkUztnx5B0//vpV9fbzrX51DmZqA/WPqMgrcwMVeaUg4WCAsnCAqmiIhqqIe9zx5BMliLxTx2ayydfcxVAmx67JjeQduyZdwOvPJbfEQ7G8dKKP2vKwu8m501/HqllcW6aRvDJn0MVQSlHUlIVprinLsmQCAeFIp1Vfvtj0Raccwnf3tU1orzj3dMhMvFp/PtXa4RZCW1lf4dolJ7tHih0OAL0jCToGx1jdUMVzR7rYurYxa/L2bP8YiVR63MrVl072ctXyOnclrivyzr64zdX8+HAXxpiiLKx02vDSyV6uWbGgqPZzicMdQzRURairiBRurFwQVOSVoljZUMm65qqsYwsrIzz7eieQ2USkEM43gd/75r6in502lt/tROxPHjrHk3Ypg4pIkJsuaQDgi88e5Q/efmnR9/3iM0f4t5+c4Pd/ej33fe8Qn7zjUn5t62r3/Ccf2c/AWJJv/PoN7rFkKs3hziHedsUit6aO069zdo78JU1VPPN6J2OJdFaNnYn4xu5TfPxb+/nBx7ayYVFNwfZziV/68i7edsUi/vRnczePU+YKKvJKUfzbPde6UbjDIx+5yV3842z4XYh3XbOUn1q5sGCufFNNlM7BGO/70i7SxvDK6ezdI//0zsvoGY7z908ddiPoUjnQ1k88meZg+wBgfUPwivzx7pFxNtRwPIUxUFsedtcFZOyaMYIBcevwx1Npyplc5I0x/Otzx4HMZunzid6ROCd7SvsGpcwuKvJKUTjFyrzUlIXd0sLFIiJZaZiTUVMWJhyy0jR3He3OOreqsYqWOmsCdqoi88Y5qyzBa2cHAXjhWA/9owlqy8MYY2jvy2yB6DAat55ZEQm5FpUj8ucGYjRWRYmGs49PxovHe2m1n59bs2euk04bYsk0bX2jF7oryiToxKsyp3FKJ+w61uNuQgJQGQm6pZB7PZksxQirQ7ed7uiIfTJt2P5aBwADY0mG46lx3ziG41a0XREJurV6MnbNGM01UTfCT6YKTwR/1Y7iIbPeYL7gTIC390/tm5QyOxQUeRH5sIhst3/2isgXi2kjIiEROek5vvH8DEHxMwER4sk0e070ct2qTBXN8kjQ3dTEy1SyWuKpNDeuqaexOsrjBy2v39kdKze6zkTywXETr52DMZpqylyLp9AL52z/GD949axbhnm+RfKjdipr/2iCkfj8s5ouFgqKvDHmfmPMNmPMNmAH8GCRbTYBX3eOG2P2z2zXlYsBEav65Ug8xbV2XjpYu0zVV0bGVb4sJPJmgjTLpuoot13azPbWDmLJFG32PrfxnGh8OOZE8qFxnvy5gTGaqqNuhk7uyt1c/n3XCdLG8MGbVmbdZ77gXa+g0fzcpWi7RkSWAM3GmD1FtrkeuFtEdorI10RknP8vIh8Skd0isruzs3Mq/Vd8TkCEM7bne60nkq+IBAkEZJxnXkjkJ3JE6quivPXyZobjKZ470u1G8rkLs0ZsYauIBt2c/0TKEEum6B1J0FxTVpRdE0um+PcXTvKWDU2sbrSylgq9FOYaox6RP6siP2cpxZP/CHB/CW1eBG4xxtwM9AFvz21sjHnQGLPFGLOlsbGxhK4oFwtOcsuaxkoaqzMZPE5qYktNtmVTSORzSyrU2sXXGqqi3LimnspIkMdfPUe7/WLJtVBGYhm7JhzIRPJOllFzTbQou+b7+8/SNRTnl29Y6do+xXj4cwlvJK+Tr3OXokReRALArcaYp0to84oxpt3+3AqsnVZPlYsSJ23zutX1WccrItYXw5a67Eh+oGAknxHSqmiItU1WFN1QFSEaCrJtQxNPHDzHmT7bk88RXsd7rgiHCASEUEAskbdXuzZVl7mLvCaLzL/6/HFWN1Zy8yUNhEPFefhzjTGN5OcFxUbyW4FdJbZ5SEQ2i0gQuBsofvWLotg4K0C9k66QKWtcql3jjeSXL6ygocr6dtBgf0t462XNdA3F+P4BKz6Jp9JZPv5IPGPXgF0fP2XcXP2mmmhmQnaCidRXTvfx8sk+fvn6FfaLoviUy7mEt+Rzm4r8nKVYkf9p4FkAEblMRO6brI3NvcBDwF7geWPMk9Pop3KR4tg1162qz3t+cU6GTV+BwmDeWvbLF1bQUG2twG20xX7b+iZCAXHFHLJfDCOe7Bqw6vrEU2l3279mT3bNRAu+vvrcCSojQd55zVIgs1F57iTvXMfJNAoGhLP9atfMVYpaDGWM+UPP54PAJydrY/9+ACvDRlGmjAisqK8YF7E7tOQc/8buU+w+0Zu3LWQXJVteX0G5vcir3i63UFse5oY19ex4o8tt94F/eZFAQHj/9SsYiScRgbKQdV0kGHDtmlBAWFgR4WSOXdM9FONvn3ydP3rHZYzEUnz3lTbe+1PL3BLOjl1TbMG0B545wiWNVdx2WXNR7R/b385IPMW7rllKx8AY//j0Yf7oHZeVvCfurqPd7Dvdx4feZG0MP2bv0LV0QTltfecvkjfG8DePv87PbFzE5Ytrz9tz/IqueFXmNO+8eqkbNQN84X1Xc7w7U8Ds6hUL2Lq2gb6RBPGkVSumkC+/ZcUCEqk0d2xsIRgQO/Ux87L4ta2rGUukuP2yZh5/9RxDsSSH2geojoaojAapr4wQsKP1cDBAImnoHbFWygYCMs6u+fT3W/mvPae5ZsUCli2oIJ5M8+YNTe7zSrVrHnjmCEERnllzK1XRwv+Ef/NrLwFWSYlPPnKAxw+e45Z1jbzl0uJeEg7f2dfGt18+44q8E8lftayO777STu9wnAWVM1+oLJ5K849PHyZljIr8FFCRV+Y0H7xpVdbvb9/YkvV7Q1WUh371umk94zPvzP7Cecu6Rm5ZZ2V7OYL2jn/YwUg8ydmBMdY0Zgq1hYJCIp0mnTSuT++mUKazSyQbY9W+gewa/U6ufzF2TTptGBhNkDbw5R1H+dht60oaq7cvpZI2hpF4irFEirJwkDH7JXbn5sU8sreNp1o7XAtqJnEmv7s89fqV4tGyBopSBBWREMPxFIc7hljTlBF5y66xxK/SzvjJ5M+Pj8xH7eyc8nBG5EWEcFCKsmuG4knSxnrul549StdQacI3HdffeUH0jljlIMbsF9aWlQtZVFPG4wfPTuPuE+N8Iyp1rIqFiryiFEFFJMiZ3lH6RxNZkbxl16QZiafc3H13IjVPds2wnWdfGc0u+Ba2vf1CODtO3XPzKkYTKf7xqcNFj2Gi1b7F4nTP2eLQSaGsiAS5/bJmnnm907VwZhLn76VrKD7j974YUJFXlCKojITclberPbXzQ0EhmU4zEk+6kXyuXePFWTGbW2feyrcvLMJOiuhVy+t495ZlfG3XCU4VWYUzlkwznS1JnDUGvcNWH0YTKUIBIRwM8NbLmxlLpNl5uGuyW0wJp3Bbt0byU0JFXlGKwCvKl+RE8nHbrnHa5No1WXn2du0b54XgEAkFiipr4Ewq15aH+dht6wiI8LdPvF7UGAbHkq5dM5WY3hH5HseuSaTdEtTXraqnuizEE+fBssnYNfFpfxu5GFGRV5QiqLQFPBoKsLguk5sf8dg1lZHsidd8do2TZ18eHm/XFOPJ93tEflFtGR+4aSXf3nuGQ/bGJ7l4c/yHYtOrFOl68rZdM2pPwIL1krp1fRNPHuoYVzpiujgvy3gqzcA83FjlQqMiryhFUG5H3qsaKt3VtuC1a1Jum0iOXePdt3UknqQsHHBTML33Kcau6fOIPMBv3nIJ1dEQf/XD1/K29xYRGxpLunbNVITYjeRtkY8lUpSFMxLy1sub6RmOs2eSdQpTwfsNRydfS0dFXlGKwInSvZk1kLFrRuNJt41r1ySz7ZpUOjsLZ/x9SovkAWorwnx42yU81drBC8d6xrUf8UTvg2MJ16aZSgmF3Oya0UQq6xvJLesaiQQDPP7qzFo23sJtmkZZOiryilIEjt/uzawBW5yTaUYSKXfR1kRVKJPpbO/ei2P7FKJ/NEEoIFkLxD5w40qaa6J89get4zxrb3mGQY/gT03krT+92TXebSGry8LceEk9jx88N6Peubevzm5eSvGoyCtKEVTaK0vXNGbvTxsJCQOjCYyBCruNiLXqdWAsSedgzC3k1TsSp28kPmEkPxJP0TkYm/SnYyBGbXk4ywIqjwT52G3r2HOilycPdWTd1yvyXrumZzg+6XMGxzKrhh3BdrNrJojkAW6/rJmTPSO8dm4w63rnHt7PxTKRXZOehvdvjKFrKEbPcHzSPnmPD8es/5698+xFoyteFaUI6mx7ZF1zddbx8nAmtdK7qXl5JMi/Pnecf/Xs4fqXP7B8859auWDc/csjQXYe7uKn/qJwHb+1OZYRwM9fs5QvPXuUv3vydW731LQZ9mzLNxRLui+H+753iPu+d2jCZwQDwpO/ewurGiq54+93csemFteu6bFTKMcS6ayVuwC3X9rMJ759gKdaO9iwqAaAv3vyDba/1sGjv3UzH/vPvQB8/r1XFRynQz67pmc4zq1/vZ2/e8+V3OopEVEs//T0Yf768UxW0p/ceZm7uvrAmX7e9cBz/Pab1/LwT06w4/dvZTie4vpP/cid4/j8e6/kriuXsPLj3+M9W5bx2XfN3TJdKvKKUgRvubSZr95zLZe21GQd/9hta7lyeR3hgHDHpkzJhQd+6RoOdw65v5/uHWHpggrAqp2Ty713Xc6Lx4ubsNy8dHz9llAwwK/cuJI/+c6rtJ4dcAXW2cwELE/eidD//H9cMeH92/pGuX/7EY52DrGkrpyD7QOsa67y5Mln7Jomz0YuAE01ZSxbWM6rbZlsn+2vd3K006o3tOtoz7gXQyG8dk2nvSDqJ0e76R9NcLLINQK5/PhwNyvrKzjdO0oybdh9vNcV+SOdQ4wl0rxwrIf2/jHODoyRSBlGEynuunIxj+5ty9ru8D93n1KRV5T5TiQUcOvZeFm2sIL3X79i3PEb1tRzw5r85ZHzsWFRjSvMU+WOTS3c+98HeeTlNj7+M9a92j0lgAdjSY50DvPuLUvz9tnhVM8I928/QvdQ3C2h3D+ayMqTN8aM8+S9Y2m1UzoTqTSH2gdIpQ1DMav2TzxVWhEzR+QDkrFrnEnmqcwtGGM40NbPnZsX8929bQzGkhzryhS9G7TTNJ0VvWd6R1loF15709pGHt3bRipt8qbIzkXUk1cUn9BQFWXr2ga+s/eM61e39Y1REbEqZ7b1jdE1FBs3eZyLs81i51DMjVj7RxOuXRO31wXk8+QBLl1UzbGuYcYSKd44N0Q8mSaVNq7w947Eiy6rDJnCbY3VUVfkf3K0Gxi/c1cxnOgeYXAsycYltUTtFNDj3cOu/+6KvC3ip3tH3XkB56WWTht3l7C5joq8oviIu69aQlv/GC8etyLdswOjLKoto7osxCun+4DxGUK5lIWDVEVDdA3F3G8CfaMJvHua9wzH7RWv4yVkQ0sNaQOHO4Y4cKbfPb7f/mxMJkOnGJwXQkttOd1D1uS1M7E7lUj+FbsfG5fUugvXnElvgKGYZWnFnEi+b9R9mUTtvQJSdkXO+YCKvKL4iNsva6YiEuSRvW2AFckvri2nqizEiW7Lv87N9c9HfVWErqG4G8kPjCaydtXqHYlbdk2edND1i6zJ6UPtA7xyps89vv90RvA7S1jU5Aj54royuoZivHCsxy2VPBWRP3Cmn0gwwLrm6qyNUxzLZsiO5GN2JH+md9R90TiRfzqtIq8oygWgIhLirZc189j+dmLJFGf7x1hUW+ZuLhIOCssWlBe4i2X9dA3G3A26HbvGuU/3UJxYMu3ukOVlZX0l0VCA184Osv9MZgJ2vyeqL6WipGPXLKopZySeYvvrnURCgaKLuuWy/3Q/G1qqrXsEM6mozmY0uZ786b4R164JBQIEA2JH8mrXKIpyAbjrqiX0jyb40aEOOgbHWFxbRlXUSu9cWV9JqIht/xqqInQNxWiz00MTKcNwLEmDvU2iE+HnW9gVDAjrF1Wz/0w/h9oH3LUFb3QMuZ9LWbnqLBJztnr84YGzXLWsjrJwsORIPp02HDjTz8YlVoZSJCuSt77pOIvGvJG88zKJhISAQNqgkbyiKBeGrZc0UF8Z4cFnj5I20FJXTk2Zs5irsFUDdiQ/FOPsQCZVsHckQYO94bkj/mWh/BKyvrmaF4/3EE+muW51JsvI+VxKDZqkPRnQUmeJfPdwnOtW1xMOSskif6JnhMFYMiPynv4fz7Vr7Ei+rW/MzaQJBwMERHTiVVGUC0coGODOzYvZe6oPwLJrHJFvqpzkygwNVVF6RxKc6hlx6+T0jsSpq4gQDAht9oRsvkgeMpOvANetWuge37y0lmgoUFJ5AieKbqnN2EzXrVpIqMiNVrw4ltEVtsiHPIXiXE8+lp1dE0+l3Zeaa9f4yZMXkQ+LyHb7Z6+IfDFPm5CInPS022gf/zMReVFE/vF8dF5RlPzcdeVi9/Pi2nLXSy86krfTKHtHEu5EaiptCAWEBRXhTCSfJ4USrDRKgOpoKGsB2SVNVa7fXyzxHLsmFBCuXr6ASDBAPFmaJ7//dB+RUMBduexMvEZCAY53D5NOG3fBmLdSp/MCiISEoNiefGx+iHzBxVDGmPuB+wFE5B+Af83TbBPwdWPM/3UOiMgW4GbgWuD/ishtxpjCa7YVRZk2Vy6rY0V9BSe6R7Ii+dVFinxjVWbB0qWLqt3FR8GAsKAiwuEOazVvNM/EK2QybC5fUuPW/QFY3VBFQ3WUfaf7eOCZI0X15cXjPYQC4lpFm5bWUh4JEg4Kh9oHeOCZI1RGgrznp5Zn2S+P7j1De/8YAYH1i2o41D7AU60dXLqo2m3niPzqhkpazw5ydmAsq+5+dVmIwbGkOykbDlploiezax7b3561EvfKZXVcv7r4hXEzTdErXkVkCdBsjNmT5/T1wN0ichNwAvgV4E3A/zPGGBF5ErgTyBJ5EfkQ8CGA5cuXT20EiqKMQ0T4lRtW8p8vnqKmzIqml9SV5617k4+1zZYQGmN46+WL+NZLZxiMJVnZUEEoKDy6t41IMMCK+oq819dXRdm8tJY3b2iivjJCbXmYuoowCyojbFxSw8M/Oclnvt9a9HjWNlURCQXYtLSWt2+0ykesbqziqdYODtqLrNY2V7ti2jkY43/9x9689/romy9xP4ft7Jo1jVW0nh3keNewm10D1v4Br5zud/36UDCTXTOaGG8V9Y8m+M2vvZR1bHVDJU/9721Fj3WmKaWswUewI/o8vAjcYoxpF5F/At4OVALOq3oAaM69yBjzIPAgwJYtW3RfL0WZQe65eRX33GzVY7l1fRM//vibi752TWMVB/70pwHLynjpj28nmTKUR4IYY/jMz20iGJCsyDmXR3/rZvfznk/e5hZH+/O7ruATb7+spLE4z/mO555f/uUtxJJpXj7Vyy9+aZeb8gi4ReO+8L6r+bPvvsq5gRibl9XxH//z+qx5BCeS92YAxTzlCsrCQRZUhDnVO2q3z2TXeOcDjDGICEfsekVfeN/V3Lq+iT9+9ADbX+8saawzTVEiLyIB4FZjzB9O0OQVY4xjsrUCa4EhwJkpqUIneRVlXuEV8HAwgGO/i8iEE64T4U3bnMr1+QgErPtU2+mh3mqVZ+2J4eULK2ioinJuIEZZKDDuuWF7jIvryomGAlm5/GAJ+ZIF5fTa+f4RT3aNtzRDImWIhMQtxHZpSw3lkSA15WFGL/AEbbHCuxXYNcn5h0Rks4gEgbuBfcAeLE8eYDNwfKqdVBRFmYjcjdMhk8ffUlvmevnhPOsDwnZ2TTAgrKivyFqV69xziWdPX9euSRt3kRZALGkJ+ZHOoawFZxWRIMPx5AXdgLxYkf9p4FkAEblMRO7LOX8v8BCwF3jenmDdCVwlIp8HPg58fUZ6rCiK4sHdOD1H5KOhAAsrIx6RlwmvTRvDyvpK3ugYzDqfTBm3RLRzj4CdXeN9qTgbwxzpGMpacFYRCWEMWRbQbFOUXeO1aYwxB4FP5pw/gJVh4z2WFpHbgDuAzxtjjk2/u4qiKNm4G6d7Iuv2/jFaassQERqqrUyhfCt9HbsmnjKsaqgkd7OpeE4kH7bz5HPtGm8kv7Yps7GMs03jcCw5Ybrp+ea8+uTGmFFjzH8ZY46ez+coinLxkteu6bOqbwI02pG8d2LWwbFrEsk0KxvGLxRzPHmwLJ1AQOzsGrLsmrFEmkQqzYnukawFZ84cwIVcOKWToYqizGscyyXXk19sr5B17Jr+0cSk167KI/KWXVNut7VeCCKWvZPIieRP9oyQTJusBWfOfr4XUuR1ZyhFUeY1EVeorcg6lTacGxhzI/l6e2FXXpG37Zpk2uQV+UQqzdI6y5N3XgjBPNk1Y4k0Z+w0S++Cswo3kr9wdW40klcUZV6Ta9d0D8VIpg0tdcVH8vFkmqbqqCvKDvFkmpryENXRkPsycbJrEjnZNUfs9MnVjWrXKIqizBi5dk2bkz5ZY0Xyk4q87ckn02lEhBX12dF8Mm0tclqyoNx9mQRESBuTlc0TS6Q50jlEU3WUmrKwe1ztGkVRlGnieOX//OPjPLq3zRVUpzSxswl3QManUFbYdXUE69yqhgoOtWc2OnG2+1tSV+6WOwgGhOeOWHvMRoIB4qk0f/jt/fSPJti8tC7r/k4k/0ePHOAvfzBxGYdt6xv5xB2lrQIuFhV5RVHmNSLC/3rL2qwc923rG91Kk8GA8MfvuIxrPSWPHd533XLODYzx4W1rALjnplXcuKaB/tEEZ/pG+eCNKwH41a2rXM/9Azeu5Eet56znrGvi5VN99I9apZPfefXSrPuvrK/gl65fXnBP22b7W8f5QC7kSiwvW7ZsMbt3777Q3VAURZlXiMgeY8yWic6rJ68oiuJjVOQVRVF8jIq8oiiKj1GRVxRF8TEq8oqiKD5GRV5RFMXHqMgriqL4GBV5RVEUHzNnFkOJSCdwYhq3aAC6Zqg7Fxo/jQV0PHMdHc/cpZixrDDGNE50cs6I/HQRkd2TrfqaT/hpLKDjmevoeOYuMzEWtWsURVF8jIq8oiiKj/GTyD94oTswg/hpLKDjmevoeOYu0x6Lbzx5RVEUZTx+iuQVRVGUHFTkFUVRfMy8F3kR+YqIPCcin7zQfSkFEakVke+LyBMi8m0RieQby3wbn4g0i8jL9mc/jOcLInKn/XnejkdEFojIYyKyQ0QesI/Nu/HY/3/tsD+HReS/7f7eU8qxuULOeJaLyHYReUpEHhSLaY9nXou8iPwcEDTG3AgsFpG1F7pPJfA+4HPGmNuBs8B7yRnLPB3fXwPl+fo+38YjIluBRcaY7/pgPO8HHjbGbAWqReT3mWfjEZEFwFcBZ7ft3wZ22/19h4hUl3DsgpNnPL8OfNgY82ZgGbCRGRjPvBZ5YBvwDfvzU8DNF64rpWGM+YIx5gn710bglxg/lm15js1ZROTNwDDWS2sb83g8IhIGvgQcF5G7mOfjAbqB9SJShyUgK5l/40kB7wGcnba3kenvc8CWEo7NBbLGY4z5hDHmkH2uHmul6zamOZ75LvKVwBn78wDQfAH7MiVE5AZgAXCK8WOZN+MTkQjwx8DH7UP5+j5vxgP8MnAQ+EvgWuAjzO/x7ATWAh8FWoEo82w8xpgBY0y/51Cx/4/NyXHlGQ8AIvIe4FVjTBszMJ75LvJDQLn9uYp5Nh4RWQj8A3AP+ccyn8b3ceCfjDF99u/zfTxXAQ8aY84CDwPPMr/H8yngN4wx92KJ/C8yv8cDxf8/Nm/GJSKrgf8NfMw+NO3xzNnBFskeMl8pNwPHL1xXSsOOfL8B/IEx5gT5xzKfxncb8BER2Q5cCdzJ/B7PYWC1/XkLlr0xn8dTAWwUkSBwHfAZ5vd4oPh/M/NiXLZH/3XgHk+EP/3xGGPm7Q9QA+wDPgccAmovdJ9K6PuHgV5gu/3zK7ljma/js8czru/zaTxANfBNrAj+eWDFPB/PtcCrWFHgE/P5vw+w3f5zhT2mzwMvAsFij13oMUwwns8C7R5NuGUmxjPvV7zab7/bgWeN9dV63pJvLPN5fDqeuY0fxiMii7Gi2h8aO/ot9th8YbrjmfciryiKokzMfPfkFUVRlElQkVcURfExKvKKoig+RkVeURTFx6jIK4qi+Jj/D3J5/82iqUIBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(before_2000[\"分数\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "c3b14106",
   "metadata": {},
   "outputs": [],
   "source": [
    "before_2000_score_up_equ_9=before_2000[before_2000[\"分数\"]>=9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "a29e89b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "after_2000_score_up_equ_9=after_2000[after_2000[\"分数\"]>=9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "7dbcb3f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>星际牛仔</td>\n",
       "      <td>カウボーイビバップ</td>\n",
       "      <td>9.1</td>\n",
       "      <td>8352</td>\n",
       "      <td>Rank 1</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998</td>\n",
       "      <td>渡辺信一郎 / 矢立肇 / 川元利浩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>20</td>\n",
       "      <td>明日之丈2</td>\n",
       "      <td>あしたのジョー2</td>\n",
       "      <td>9.1</td>\n",
       "      <td>73</td>\n",
       "      <td>Rank 69</td>\n",
       "      <td>47话</td>\n",
       "      <td>1980</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0     标题       外文标题   分数  评分人数       排名   集数  首播日期  \\\n",
       "0            0   星际牛仔  カウボーイビバップ  9.1  8352   Rank 1  26话  1998   \n",
       "68          20  明日之丈2   あしたのジョー2  9.1    73  Rank 69  47话  1980   \n",
       "\n",
       "                     创作者  \n",
       "0    渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "68                 创作者不明  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "before_2000_score_up_equ_9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "2e076c0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                         标题                       外文标题   分数  \\\n",
       "1           1       攻壳机动队 S.A.C. 2nd GIG       攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2           2  攻壳机动队 STAND ALONE COMPLEX  攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "3           3      CLANNAD ～AFTER STORY～                     没有外文标题  9.0   \n",
       "\n",
       "    评分人数      排名   集数  首播日期                               创作者  \n",
       "1   4613  Rank 2  26话  2004                      神山健治 / 士郎正宗   \n",
       "2   5635  Rank 3  26话  2002                神山健治 / 士郎正宗 / 下村一   \n",
       "3  12827  Rank 4  24话  2008   石原立也 / Key/Visual Art's / 池田和美   "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "after_2000_score_up_equ_9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "140ef767",
   "metadata": {},
   "outputs": [],
   "source": [
    "before_2000_score_up_equ_8=before_2000[before_2000[\"分数\"]>=8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "2f34c561",
   "metadata": {},
   "outputs": [],
   "source": [
    "after_2000_score_up_equ_8=after_2000[after_2000[\"分数\"]>=8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "cb938e39",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>星际牛仔</td>\n",
       "      <td>カウボーイビバップ</td>\n",
       "      <td>9.1</td>\n",
       "      <td>8352</td>\n",
       "      <td>Rank 1</td>\n",
       "      <td>26话</td>\n",
       "      <td>1998</td>\n",
       "      <td>渡辺信一郎 / 矢立肇 / 川元利浩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>攻壳机动队</td>\n",
       "      <td>GHOST IN THE SHELL / 攻殻機動隊</td>\n",
       "      <td>8.9</td>\n",
       "      <td>4853</td>\n",
       "      <td>Rank 5</td>\n",
       "      <td>1话</td>\n",
       "      <td>1995</td>\n",
       "      <td>押井守 / 士郎正宗 / 沖浦啓之</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>新世纪福音战士剧场版 Air/真心为你</td>\n",
       "      <td>新世紀エヴァンゲリオン劇場版 Air/まごころを、君に</td>\n",
       "      <td>8.9</td>\n",
       "      <td>7430</td>\n",
       "      <td>Rank 6</td>\n",
       "      <td>2话</td>\n",
       "      <td>1997</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>新世纪福音战士</td>\n",
       "      <td>新世紀エヴァンゲリオン</td>\n",
       "      <td>8.9</td>\n",
       "      <td>14288</td>\n",
       "      <td>Rank 7</td>\n",
       "      <td>26话</td>\n",
       "      <td>1995</td>\n",
       "      <td>庵野秀明 / GAINAX / 貞本義行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>浪客剑心 追忆篇</td>\n",
       "      <td>るろうに剣心 -明治剣客浪漫譚- 追憶編</td>\n",
       "      <td>8.9</td>\n",
       "      <td>3908</td>\n",
       "      <td>Rank 8</td>\n",
       "      <td>4话</td>\n",
       "      <td>1999</td>\n",
       "      <td>古橋一浩 / 和月伸宏 / 柳沢まさひで</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>12</td>\n",
       "      <td>飞出个未来 第1季</td>\n",
       "      <td>Futurama (Season 1)</td>\n",
       "      <td>8.0</td>\n",
       "      <td>134</td>\n",
       "      <td>Rank 397</td>\n",
       "      <td>13话</td>\n",
       "      <td>1999</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>17</td>\n",
       "      <td>鲁邦三世 第二期</td>\n",
       "      <td>ルパン三世</td>\n",
       "      <td>8.2</td>\n",
       "      <td>76</td>\n",
       "      <td>Rank 402</td>\n",
       "      <td>155话</td>\n",
       "      <td>1977</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>5</td>\n",
       "      <td>猫的协奏曲</td>\n",
       "      <td>The Cat Concerto</td>\n",
       "      <td>8.3</td>\n",
       "      <td>58</td>\n",
       "      <td>Rank 414</td>\n",
       "      <td>1话</td>\n",
       "      <td>1947</td>\n",
       "      <td>约瑟夫·巴伯拉 / 威廉·汉纳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>20</td>\n",
       "      <td>银河铁道999 剧场版</td>\n",
       "      <td>銀河鉄道999 映画版</td>\n",
       "      <td>8.0</td>\n",
       "      <td>119</td>\n",
       "      <td>Rank 453</td>\n",
       "      <td>1话</td>\n",
       "      <td>1979</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>4</td>\n",
       "      <td>橙路 再回到往日</td>\n",
       "      <td>きまぐれオレンジ☆ロード あの日にかえりたい</td>\n",
       "      <td>8.0</td>\n",
       "      <td>121</td>\n",
       "      <td>Rank 461</td>\n",
       "      <td>1话</td>\n",
       "      <td>1988</td>\n",
       "      <td>望月智充 / まつもと泉</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
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       "     Unnamed: 0                   标题                         外文标题   分数   评分人数  \\\n",
       "0             0                 星际牛仔                    カウボーイビバップ  9.1   8352   \n",
       "4             4                攻壳机动队   GHOST IN THE SHELL / 攻殻機動隊  8.9   4853   \n",
       "5             5  新世纪福音战士剧场版 Air/真心为你  新世紀エヴァンゲリオン劇場版 Air/まごころを、君に  8.9   7430   \n",
       "6             6              新世纪福音战士                  新世紀エヴァンゲリオン  8.9  14288   \n",
       "7             7             浪客剑心 追忆篇         るろうに剣心 -明治剣客浪漫譚- 追憶編  8.9   3908   \n",
       "..          ...                  ...                          ...  ...    ...   \n",
       "396          12            飞出个未来 第1季          Futurama (Season 1)  8.0    134   \n",
       "401          17             鲁邦三世 第二期                        ルパン三世  8.2     76   \n",
       "413           5                猫的协奏曲             The Cat Concerto  8.3     58   \n",
       "452          20          银河铁道999 剧场版                  銀河鉄道999 映画版  8.0    119   \n",
       "460           4             橙路 再回到往日       きまぐれオレンジ☆ロード あの日にかえりたい  8.0    121   \n",
       "\n",
       "           排名    集数  首播日期                     创作者  \n",
       "0      Rank 1   26话  1998     渡辺信一郎 / 矢立肇 / 川元利浩   \n",
       "4      Rank 5    1话  1995      押井守 / 士郎正宗 / 沖浦啓之   \n",
       "5      Rank 6    2话  1997                   创作者不明  \n",
       "6      Rank 7   26话  1995   庵野秀明 / GAINAX / 貞本義行   \n",
       "7      Rank 8    4话  1999   古橋一浩 / 和月伸宏 / 柳沢まさひで   \n",
       "..        ...   ...   ...                     ...  \n",
       "396  Rank 397   13话  1999                   创作者不明  \n",
       "401  Rank 402  155话  1977                   创作者不明  \n",
       "413  Rank 414    1话  1947        约瑟夫·巴伯拉 / 威廉·汉纳   \n",
       "452  Rank 453    1话  1979                   创作者不明  \n",
       "460  Rank 461    1话  1988           望月智充 / まつもと泉   \n",
       "\n",
       "[68 rows x 9 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
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   "source": [
    "before_2000_score_up_equ_8"
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  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "af84248e",
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   "outputs": [
    {
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       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
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       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
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       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>钢之炼金术师 FULLMETAL ALCHEMIST</td>\n",
       "      <td>鋼の錬金術師 FULLMETAL ALCHEMIST</td>\n",
       "      <td>8.8</td>\n",
       "      <td>11458</td>\n",
       "      <td>Rank 9</td>\n",
       "      <td>64话</td>\n",
       "      <td>2009</td>\n",
       "      <td>入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>9</td>\n",
       "      <td>飞出个未来 第7季</td>\n",
       "      <td>Futurama (Season 7)</td>\n",
       "      <td>8.1</td>\n",
       "      <td>54</td>\n",
       "      <td>Rank 514</td>\n",
       "      <td>26话</td>\n",
       "      <td>2012</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>20</td>\n",
       "      <td>探险活宝 第六季</td>\n",
       "      <td>Adventure Time season 6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>85</td>\n",
       "      <td>Rank 525</td>\n",
       "      <td>43话</td>\n",
       "      <td>2014</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>0</td>\n",
       "      <td>少年正义联盟 第二季</td>\n",
       "      <td>Young Justice：Invasion Season 2</td>\n",
       "      <td>8.2</td>\n",
       "      <td>53</td>\n",
       "      <td>Rank 529</td>\n",
       "      <td>20话</td>\n",
       "      <td>2012</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>17</td>\n",
       "      <td>马男波杰克5</td>\n",
       "      <td>Bojack Horseman Season 5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>67</td>\n",
       "      <td>Rank 594</td>\n",
       "      <td>12话</td>\n",
       "      <td>2018</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>21</td>\n",
       "      <td>飞出个未来 第3季</td>\n",
       "      <td>Futurama (Season 3)</td>\n",
       "      <td>8.0</td>\n",
       "      <td>51</td>\n",
       "      <td>Rank 718</td>\n",
       "      <td>22话</td>\n",
       "      <td>2000</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>233 rows × 9 columns</p>\n",
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      ],
      "text/plain": [
       "     Unnamed: 0                          标题                             外文标题  \\\n",
       "1             1        攻壳机动队 S.A.C. 2nd GIG             攻殻機動隊 S.A.C. 2nd GIG   \n",
       "2             2   攻壳机动队 STAND ALONE COMPLEX        攻殻機動隊 STAND ALONE COMPLEX   \n",
       "3             3       CLANNAD ～AFTER STORY～                           没有外文标题   \n",
       "8             8  钢之炼金术师 FULLMETAL ALCHEMIST       鋼の錬金術師 FULLMETAL ALCHEMIST   \n",
       "10           10                   3月的狮子 第二季                   3月のライオン 第2シリーズ   \n",
       "..          ...                         ...                              ...   \n",
       "513           9                   飞出个未来 第7季              Futurama (Season 7)   \n",
       "524          20                    探险活宝 第六季          Adventure Time season 6   \n",
       "528           0                  少年正义联盟 第二季  Young Justice：Invasion Season 2   \n",
       "593          17                      马男波杰克5         Bojack Horseman Season 5   \n",
       "717          21                   飞出个未来 第3季              Futurama (Season 3)   \n",
       "\n",
       "      分数   评分人数        排名   集数  首播日期  \\\n",
       "1    9.1   4613    Rank 2  26话  2004   \n",
       "2    9.1   5635    Rank 3  26话  2002   \n",
       "3    9.0  12827    Rank 4  24话  2008   \n",
       "8    8.8  11458    Rank 9  64话  2009   \n",
       "10   8.8   3846   Rank 11  22话  2017   \n",
       "..   ...    ...       ...  ...   ...   \n",
       "513  8.1     54  Rank 514  26话  2012   \n",
       "524  8.0     85  Rank 525  43话  2014   \n",
       "528  8.2     53  Rank 529  20话  2012   \n",
       "593  8.0     67  Rank 594  12话  2018   \n",
       "717  8.0     51  Rank 718  22话  2000   \n",
       "\n",
       "                                                创作者  \n",
       "1                                      神山健治 / 士郎正宗   \n",
       "2                                神山健治 / 士郎正宗 / 下村一   \n",
       "3                   石原立也 / Key/Visual Art's / 池田和美   \n",
       "8     入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀   \n",
       "10              新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "..                                              ...  \n",
       "513                                           创作者不明  \n",
       "524                                           创作者不明  \n",
       "528                                           创作者不明  \n",
       "593                                           创作者不明  \n",
       "717                                           创作者不明  \n",
       "\n",
       "[233 rows x 9 columns]"
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     "execution_count": 104,
     "metadata": {},
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   "source": [
    "after_2000_score_up_equ_8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "d5728e92",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pd 两个条件\n",
    "# https://blog.csdn.net/GeekLeee/article/details/75268762\n",
    "ani_00_to_10=data[(2000<data[\"首播日期\"])&(data[\"首播日期\"]<=2010)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "019751ea",
   "metadata": {},
   "outputs": [
    {
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       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>钢之炼金术师 FULLMETAL ALCHEMIST</td>\n",
       "      <td>鋼の錬金術師 FULLMETAL ALCHEMIST</td>\n",
       "      <td>8.8</td>\n",
       "      <td>11458</td>\n",
       "      <td>Rank 9</td>\n",
       "      <td>64话</td>\n",
       "      <td>2009</td>\n",
       "      <td>入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>银魂</td>\n",
       "      <td>銀魂</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7779</td>\n",
       "      <td>Rank 16</td>\n",
       "      <td>201话</td>\n",
       "      <td>2006</td>\n",
       "      <td>高松信司 / 空知英秋 / 竹内進二</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>16</td>\n",
       "      <td>伊里野的天空、UFO的夏天</td>\n",
       "      <td>イリヤの空、UFOの夏</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1113</td>\n",
       "      <td>Rank 1169</td>\n",
       "      <td>6话</td>\n",
       "      <td>2005</td>\n",
       "      <td>伊藤尚往 / 秋山瑞人 / 倉嶋丈康</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>17</td>\n",
       "      <td>光之美少女</td>\n",
       "      <td>ふたりはプリキュア</td>\n",
       "      <td>7.4</td>\n",
       "      <td>327</td>\n",
       "      <td>Rank 1170</td>\n",
       "      <td>49话</td>\n",
       "      <td>2004</td>\n",
       "      <td>西尾大介 / 東堂いづみ / 稲上晃</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>20</td>\n",
       "      <td>安倍桥魔法☆商店街</td>\n",
       "      <td>アベノ橋魔法☆商店街</td>\n",
       "      <td>7.4</td>\n",
       "      <td>488</td>\n",
       "      <td>Rank 1173</td>\n",
       "      <td>13话</td>\n",
       "      <td>2002</td>\n",
       "      <td>山賀博之 / GAINAX / 平松禎史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>21</td>\n",
       "      <td>装甲骑兵 佩鲁森档案</td>\n",
       "      <td>装甲騎兵ボトムズ ペールゼン・ファイルズ</td>\n",
       "      <td>7.4</td>\n",
       "      <td>118</td>\n",
       "      <td>Rank 1174</td>\n",
       "      <td>12话</td>\n",
       "      <td>2007</td>\n",
       "      <td>高橋良輔 / 矢立肇、高橋良輔 / 塩山紀生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>22</td>\n",
       "      <td>Fresh 光之美少女！</td>\n",
       "      <td>フレッシュプリキュア!</td>\n",
       "      <td>7.4</td>\n",
       "      <td>224</td>\n",
       "      <td>Rank 1175</td>\n",
       "      <td>50话</td>\n",
       "      <td>2009</td>\n",
       "      <td>志水淳児 / 香川久</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>409 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                          标题                        外文标题   分数  \\\n",
       "1              1        攻壳机动队 S.A.C. 2nd GIG        攻殻機動隊 S.A.C. 2nd GIG  9.1   \n",
       "2              2   攻壳机动队 STAND ALONE COMPLEX   攻殻機動隊 STAND ALONE COMPLEX  9.1   \n",
       "3              3       CLANNAD ～AFTER STORY～                      没有外文标题  9.0   \n",
       "8              8  钢之炼金术师 FULLMETAL ALCHEMIST  鋼の錬金術師 FULLMETAL ALCHEMIST  8.8   \n",
       "15            15                          银魂                          銀魂  8.7   \n",
       "...          ...                         ...                         ...  ...   \n",
       "1168          16               伊里野的天空、UFO的夏天                 イリヤの空、UFOの夏  7.4   \n",
       "1169          17                       光之美少女                   ふたりはプリキュア  7.4   \n",
       "1172          20                   安倍桥魔法☆商店街                  アベノ橋魔法☆商店街  7.4   \n",
       "1173          21                  装甲骑兵 佩鲁森档案        装甲騎兵ボトムズ ペールゼン・ファイルズ  7.4   \n",
       "1174          22                Fresh 光之美少女！                 フレッシュプリキュア!  7.4   \n",
       "\n",
       "       评分人数         排名    集数  首播日期  \\\n",
       "1      4613     Rank 2   26话  2004   \n",
       "2      5635     Rank 3   26话  2002   \n",
       "3     12827     Rank 4   24话  2008   \n",
       "8     11458     Rank 9   64话  2009   \n",
       "15     7779    Rank 16  201话  2006   \n",
       "...     ...        ...   ...   ...   \n",
       "1168   1113  Rank 1169    6话  2005   \n",
       "1169    327  Rank 1170   49话  2004   \n",
       "1172    488  Rank 1173   13话  2002   \n",
       "1173    118  Rank 1174   12话  2007   \n",
       "1174    224  Rank 1175   50话  2009   \n",
       "\n",
       "                                                 创作者  \n",
       "1                                       神山健治 / 士郎正宗   \n",
       "2                                 神山健治 / 士郎正宗 / 下村一   \n",
       "3                    石原立也 / Key/Visual Art's / 池田和美   \n",
       "8      入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀   \n",
       "15                               高松信司 / 空知英秋 / 竹内進二   \n",
       "...                                              ...  \n",
       "1168                             伊藤尚往 / 秋山瑞人 / 倉嶋丈康   \n",
       "1169                             西尾大介 / 東堂いづみ / 稲上晃   \n",
       "1172                           山賀博之 / GAINAX / 平松禎史   \n",
       "1173                         高橋良輔 / 矢立肇、高橋良輔 / 塩山紀生   \n",
       "1174                                     志水淳児 / 香川久   \n",
       "\n",
       "[409 rows x 9 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ani_00_to_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "b7bc63cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "ani_10_to_20=data[(2010<data[\"首播日期\"])&(data[\"首播日期\"]<=2020)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "fd722501",
   "metadata": {},
   "outputs": [],
   "source": [
    "ani_00_to_10_score_up_equ_8=ani_00_to_10[ani_00_to_10[\"分数\"]>=8]\n",
    "ani_10_to_20_score_up_equ_8=ani_10_to_20[ani_10_to_20[\"分数\"]>=8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "5c013623",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
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       "      <th>创作者</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>攻壳机动队 S.A.C. 2nd GIG</td>\n",
       "      <td>攻殻機動隊 S.A.C. 2nd GIG</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4613</td>\n",
       "      <td>Rank 2</td>\n",
       "      <td>26话</td>\n",
       "      <td>2004</td>\n",
       "      <td>神山健治 / 士郎正宗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>攻壳机动队 STAND ALONE COMPLEX</td>\n",
       "      <td>攻殻機動隊 STAND ALONE COMPLEX</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5635</td>\n",
       "      <td>Rank 3</td>\n",
       "      <td>26话</td>\n",
       "      <td>2002</td>\n",
       "      <td>神山健治 / 士郎正宗 / 下村一</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CLANNAD ～AFTER STORY～</td>\n",
       "      <td>没有外文标题</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12827</td>\n",
       "      <td>Rank 4</td>\n",
       "      <td>24话</td>\n",
       "      <td>2008</td>\n",
       "      <td>石原立也 / Key/Visual Art's / 池田和美</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>钢之炼金术师 FULLMETAL ALCHEMIST</td>\n",
       "      <td>鋼の錬金術師 FULLMETAL ALCHEMIST</td>\n",
       "      <td>8.8</td>\n",
       "      <td>11458</td>\n",
       "      <td>Rank 9</td>\n",
       "      <td>64话</td>\n",
       "      <td>2009</td>\n",
       "      <td>入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>银魂</td>\n",
       "      <td>銀魂</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7779</td>\n",
       "      <td>Rank 16</td>\n",
       "      <td>201话</td>\n",
       "      <td>2006</td>\n",
       "      <td>高松信司 / 空知英秋 / 竹内進二</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>13</td>\n",
       "      <td>魔术师</td>\n",
       "      <td>L'illusionniste</td>\n",
       "      <td>8.1</td>\n",
       "      <td>223</td>\n",
       "      <td>Rank 278</td>\n",
       "      <td>1话</td>\n",
       "      <td>2010</td>\n",
       "      <td>Sylvain Chomet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>23</td>\n",
       "      <td>飞出个未来 第6季</td>\n",
       "      <td>Futurama (Season 6)</td>\n",
       "      <td>8.6</td>\n",
       "      <td>56</td>\n",
       "      <td>Rank 288</td>\n",
       "      <td>26话</td>\n",
       "      <td>2010</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>10</td>\n",
       "      <td>玛丽和马克思</td>\n",
       "      <td>Mary and Max</td>\n",
       "      <td>8.0</td>\n",
       "      <td>428</td>\n",
       "      <td>Rank 299</td>\n",
       "      <td>1话</td>\n",
       "      <td>2009</td>\n",
       "      <td>Adam Elliot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>22</td>\n",
       "      <td>勇者王GaoGaiGar Final Grand Glorious Gathering</td>\n",
       "      <td>勇者王ガオガイガーFINAL GRAND GLORIOUS GATHERING</td>\n",
       "      <td>8.1</td>\n",
       "      <td>175</td>\n",
       "      <td>Rank 311</td>\n",
       "      <td>12话</td>\n",
       "      <td>2005</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>23</td>\n",
       "      <td>南方公园 第14季</td>\n",
       "      <td>South Park Season 14</td>\n",
       "      <td>8.0</td>\n",
       "      <td>184</td>\n",
       "      <td>Rank 384</td>\n",
       "      <td>14话</td>\n",
       "      <td>2010</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 9 columns</p>\n",
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      "text/plain": [
       "     Unnamed: 0                                           标题  \\\n",
       "1             1                         攻壳机动队 S.A.C. 2nd GIG   \n",
       "2             2                    攻壳机动队 STAND ALONE COMPLEX   \n",
       "3             3                        CLANNAD ～AFTER STORY～   \n",
       "8             8                   钢之炼金术师 FULLMETAL ALCHEMIST   \n",
       "15           15                                           银魂   \n",
       "..          ...                                          ...   \n",
       "277          13                                          魔术师   \n",
       "287          23                                    飞出个未来 第6季   \n",
       "298          10                                       玛丽和马克思   \n",
       "310          22  勇者王GaoGaiGar Final Grand Glorious Gathering   \n",
       "383          23                                    南方公园 第14季   \n",
       "\n",
       "                                        外文标题   分数   评分人数        排名    集数  \\\n",
       "1                       攻殻機動隊 S.A.C. 2nd GIG  9.1   4613    Rank 2   26话   \n",
       "2                  攻殻機動隊 STAND ALONE COMPLEX  9.1   5635    Rank 3   26话   \n",
       "3                                     没有外文标题  9.0  12827    Rank 4   24话   \n",
       "8                 鋼の錬金術師 FULLMETAL ALCHEMIST  8.8  11458    Rank 9   64话   \n",
       "15                                        銀魂  8.7   7779   Rank 16  201话   \n",
       "..                                       ...  ...    ...       ...   ...   \n",
       "277                          L'illusionniste  8.1    223  Rank 278    1话   \n",
       "287                      Futurama (Season 6)  8.6     56  Rank 288   26话   \n",
       "298                             Mary and Max  8.0    428  Rank 299    1话   \n",
       "310  勇者王ガオガイガーFINAL GRAND GLORIOUS GATHERING  8.1    175  Rank 311   12话   \n",
       "383                     South Park Season 14  8.0    184  Rank 384   14话   \n",
       "\n",
       "     首播日期                                             创作者  \n",
       "1    2004                                    神山健治 / 士郎正宗   \n",
       "2    2002                              神山健治 / 士郎正宗 / 下村一   \n",
       "3    2008                 石原立也 / Key/Visual Art's / 池田和美   \n",
       "8    2009   入江泰浩 / 荒川弘（掲載 月刊『少年ガンガン』スクウェア?エニックス刊） / 菅野宏紀   \n",
       "15   2006                             高松信司 / 空知英秋 / 竹内進二   \n",
       "..    ...                                             ...  \n",
       "277  2010                                 Sylvain Chomet   \n",
       "287  2010                                           创作者不明  \n",
       "298  2009                                    Adam Elliot   \n",
       "310  2005                                           创作者不明  \n",
       "383  2010                                           创作者不明  \n",
       "\n",
       "[111 rows x 9 columns]"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ani_00_to_10_score_up_equ_8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "c31380e3",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>标题</th>\n",
       "      <th>外文标题</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>排名</th>\n",
       "      <th>集数</th>\n",
       "      <th>首播日期</th>\n",
       "      <th>创作者</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3月的狮子 第二季</td>\n",
       "      <td>3月のライオン 第2シリーズ</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3846</td>\n",
       "      <td>Rank 11</td>\n",
       "      <td>22话</td>\n",
       "      <td>2017</td>\n",
       "      <td>新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>白箱</td>\n",
       "      <td>SHIROBAKO</td>\n",
       "      <td>8.8</td>\n",
       "      <td>10069</td>\n",
       "      <td>Rank 12</td>\n",
       "      <td>24话</td>\n",
       "      <td>2014</td>\n",
       "      <td>水島努 / 武蔵野アニメーション / 関口可奈味</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>银魂'</td>\n",
       "      <td>銀魂'</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8244</td>\n",
       "      <td>Rank 15</td>\n",
       "      <td>51话</td>\n",
       "      <td>2011</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>进击的巨人 第三季 Part.2</td>\n",
       "      <td>進撃の巨人 Season 3 Part.2</td>\n",
       "      <td>8.7</td>\n",
       "      <td>5870</td>\n",
       "      <td>Rank 20</td>\n",
       "      <td>10话</td>\n",
       "      <td>2019</td>\n",
       "      <td>諫山創（別冊少年マガジン連載／講談社）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>命运石之门</td>\n",
       "      <td>STEINS;GATE</td>\n",
       "      <td>8.6</td>\n",
       "      <td>15588</td>\n",
       "      <td>Rank 26</td>\n",
       "      <td>25话</td>\n",
       "      <td>2011</td>\n",
       "      <td>佐藤卓哉、浜崎博嗣、小林智樹(第25話) / 5pb./Nitro+ / 坂井久太</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>15</td>\n",
       "      <td>探险活宝 第八季</td>\n",
       "      <td>Adventure Time season 8</td>\n",
       "      <td>8.2</td>\n",
       "      <td>54</td>\n",
       "      <td>Rank 472</td>\n",
       "      <td>28话</td>\n",
       "      <td>2016</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>9</td>\n",
       "      <td>飞出个未来 第7季</td>\n",
       "      <td>Futurama (Season 7)</td>\n",
       "      <td>8.1</td>\n",
       "      <td>54</td>\n",
       "      <td>Rank 514</td>\n",
       "      <td>26话</td>\n",
       "      <td>2012</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>20</td>\n",
       "      <td>探险活宝 第六季</td>\n",
       "      <td>Adventure Time season 6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>85</td>\n",
       "      <td>Rank 525</td>\n",
       "      <td>43话</td>\n",
       "      <td>2014</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>0</td>\n",
       "      <td>少年正义联盟 第二季</td>\n",
       "      <td>Young Justice：Invasion Season 2</td>\n",
       "      <td>8.2</td>\n",
       "      <td>53</td>\n",
       "      <td>Rank 529</td>\n",
       "      <td>20话</td>\n",
       "      <td>2012</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>17</td>\n",
       "      <td>马男波杰克5</td>\n",
       "      <td>Bojack Horseman Season 5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>67</td>\n",
       "      <td>Rank 594</td>\n",
       "      <td>12话</td>\n",
       "      <td>2018</td>\n",
       "      <td>创作者不明</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                标题                             外文标题   分数  \\\n",
       "10           10         3月的狮子 第二季                   3月のライオン 第2シリーズ  8.8   \n",
       "11           11                白箱                        SHIROBAKO  8.8   \n",
       "14           14               银魂'                              銀魂'  8.8   \n",
       "19           19  进击的巨人 第三季 Part.2            進撃の巨人 Season 3 Part.2  8.7   \n",
       "25            1             命运石之门                      STEINS;GATE  8.6   \n",
       "..          ...               ...                              ...  ...   \n",
       "471          15          探险活宝 第八季          Adventure Time season 8  8.2   \n",
       "513           9         飞出个未来 第7季              Futurama (Season 7)  8.1   \n",
       "524          20          探险活宝 第六季          Adventure Time season 6  8.0   \n",
       "528           0        少年正义联盟 第二季  Young Justice：Invasion Season 2  8.2   \n",
       "593          17            马男波杰克5         Bojack Horseman Season 5  8.0   \n",
       "\n",
       "      评分人数        排名   集数  首播日期                                          创作者  \n",
       "10    3846   Rank 11  22话  2017          新房昭之 / 羽海野チカ（白泉社 ヤングアニマル連載） / 杉山延寛   \n",
       "11   10069   Rank 12  24话  2014                    水島努 / 武蔵野アニメーション / 関口可奈味   \n",
       "14    8244   Rank 15  51话  2011                                        创作者不明  \n",
       "19    5870   Rank 20  10话  2019                         諫山創（別冊少年マガジン連載／講談社）   \n",
       "25   15588   Rank 26  25话  2011   佐藤卓哉、浜崎博嗣、小林智樹(第25話) / 5pb./Nitro+ / 坂井久太   \n",
       "..     ...       ...  ...   ...                                          ...  \n",
       "471     54  Rank 472  28话  2016                                        创作者不明  \n",
       "513     54  Rank 514  26话  2012                                        创作者不明  \n",
       "524     85  Rank 525  43话  2014                                        创作者不明  \n",
       "528     53  Rank 529  20话  2012                                        创作者不明  \n",
       "593     67  Rank 594  12话  2018                                        创作者不明  \n",
       "\n",
       "[112 rows x 9 columns]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ani_10_to_20_score_up_equ_8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "0b23fb79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3783732726194031"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"评分人数\"].corr(data[\"分数\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "554e3278",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>分数</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>首播日期</th>\n",
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       "      <td>1.000000</td>\n",
       "      <td>-0.018386</td>\n",
       "      <td>-0.050433</td>\n",
       "      <td>-0.039667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>分数</th>\n",
       "      <td>-0.018386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.378373</td>\n",
       "      <td>-0.117005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>评分人数</th>\n",
       "      <td>-0.050433</td>\n",
       "      <td>0.378373</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.178325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>首播日期</th>\n",
       "      <td>-0.039667</td>\n",
       "      <td>-0.117005</td>\n",
       "      <td>0.178325</td>\n",
       "      <td>1.000000</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0        分数      评分人数      首播日期\n",
       "Unnamed: 0    1.000000 -0.018386 -0.050433 -0.039667\n",
       "分数           -0.018386  1.000000  0.378373 -0.117005\n",
       "评分人数         -0.050433  0.378373  1.000000  0.178325\n",
       "首播日期         -0.039667 -0.117005  0.178325  1.000000"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "439fb02d",
   "metadata": {},
   "outputs": [],
   "source": [
    "可以看到相关系数都是不高的，最高也就评分人数和分数有点关系。也就是说，这个数据其实不适合做拟合什么的分析，但是对于动漫，\n",
    "我们也有一些自己的分析，并不用到什么什么数学方法，只是筛选一些我们想要的信息"
   ]
  }
 ],
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